{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Build Status](https://travis-ci.org/matplotlib/mplfinance.svg?branch=master)](https://travis-ci.org/matplotlib/mplfinance)\n",
    "\n",
    "# mplfinance\n",
    "## matplotlib utilities for the visualization, and visual analysis, of financial data\n",
    "\n",
    "---\n",
    "\n",
    "# Installation\n",
    "## &nbsp;&nbsp;&nbsp;`pip install --upgrade mplfinance`\n",
    "   - mplfinance requires [matplotlib](https://pypi.org/project/matplotlib/) and [pandas](https://pypi.org/project/pandas/)\n",
    "\n",
    "---\n",
    "\n",
    "# Contents\n",
    "\n",
    "  - **[The New API](https://github.com/matplotlib/mplfinance#newapi)**\n",
    "  - **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**\n",
    "  - **[Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)**\n",
    "  - **[Saving the Plot to a File](https://github.com/matplotlib/mplfinance/blob/master/examples/savefig.ipynb)**\n",
    "  - **[Customizing the Appearance of Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/customization_and_styles.ipynb)**\n",
    "  - Technical Studies (presently in development)\n",
    "  - **[Latest Release Info](https://github.com/matplotlib/mplfinance#release)**\n",
    "  - **[Some Background History About This Package](https://github.com/matplotlib/mplfinance#history)**\n",
    "  - **[Old API Availability](https://github.com/matplotlib/mplfinance#oldapi)**\n",
    "\n",
    "---\n",
    "## <a name=\"newapi\"></a>The New API\n",
    "\n",
    "This repository, `matplotlib/mplfinance`, contains a new **matplotlib finance** API that makes it easier to create financial plots.  It interfaces nicely with **Pandas** DataFrames.  \n",
    "\n",
    "*More importantly, **the new API automatically does the extra matplotlib work that the user previously had to do \"manually\" with the old API.***   (The old API is still available within this package; see below).\n",
    "\n",
    "The conventional way to import the new API is as follows:\n",
    "\n",
    "```python\n",
    "    import mplfinance as mpf\n",
    "```\n",
    "\n",
    "The most common usage is then to call\n",
    "\n",
    "```python\n",
    "    mpf.plot(data)\n",
    "```\n",
    "\n",
    "where `data` is a `Pandas DataFrame` object containing Open, High, Low and Close data, with a Pandas `DatetimeIndex`.\n",
    "\n",
    "Details on how to call the new API can be found below under **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**, as well as in the jupyter notebooks in the **[examples](https://github.com/matplotlib/mplfinance/blob/master/examples/)** folder.\n",
    "\n",
    "I am very interested to hear from you regarding what you think of the new `mplfinance`, plus any suggestions you may have for improvement.  You can reach me at **dgoldfarb.github@gmail.com**  or, if you prefer, provide feedback or a ask question on our **[issues page.](https://github.com/matplotlib/mplfinance/issues/new/choose)**\n",
    "\n",
    "---\n",
    "\n",
    "# <a name=\"usage\"></a>Basic Usage\n",
    "Start with a Pandas DataFrame containing OHLC data.  For example,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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       "      <th></th>\n",
       "      <th>Open</th>\n",
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       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
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       "      <th>2019-11-01</th>\n",
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       "      <td>3066.91</td>\n",
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       "      <th>2019-11-04</th>\n",
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      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878\n",
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     "execution_count": 2,
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       "      <th>2019-11-26</th>\n",
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       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
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      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-26  3134.85  3142.69  3131.00  3140.52  986041660\n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "daily = pd.read_csv('examples/data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(3)\n",
    "daily.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<br>\n",
    "\n",
    "After importing mplfinance, plotting OHLC data is as simple as calling `mpf.plot()` on the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362: avg_dist_between_points = 0.95\n",
      "314: avg_dist_between_points = 0.95\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.plot(daily)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<br>\n",
    "\n",
    "The default plot type, as you can see above, is `'ohlc'`.  Other plot types can be specified with the keyword argument `type`, for example, `type='candle'`, `type='line'`, or `type='renko'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "439: avg_dist_between_points = 0.95\n",
      "314: avg_dist_between_points = 0.95\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "314: avg_dist_between_points = 0.95\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "314: avg_dist_between_points = 0.9833333333333333\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "year = pd.read_csv('examples/data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "year.index.name = 'Date'\n",
    "mpf.plot(year,type='renko')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "314: avg_dist_between_points = 0.9375\n"
     ]
    }
   ],
   "source": [
    "mpf.plot(year,type='pnf',savefig='readme_5_1_new.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<br>\n",
    "\n",
    "We can also plot moving averages with the `mav` keyword\n",
    "- use a scalar for a single moving average \n",
    "- use a tuple or list of integers for multiple moving averages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362: avg_dist_between_points = 0.95\n",
      "314: avg_dist_between_points = 0.95\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='ohlc',mav=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "439: avg_dist_between_points = 0.95\n",
      "314: avg_dist_between_points = 0.95\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',mav=(3,6,9))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "We can also display `Volume`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "439: avg_dist_between_points = 0.95\n",
      "314: avg_dist_between_points = 0.95\n"
     ]
    },
    {
     "data": {
      "image/png": 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HeDVhlUuNZWQSCpxaJBgKIYQQokW8patYrb0AOFBMMbriaK1xhRrS/xNZoNq2+7AFqp2a8il+yq+tQbuOdg2NVe/BEf4AR/gjnOGPsOvNsZe/cbyK3zomSQ+QGiQYCiGEEOKYbdH+uC3vrjHy6K5sjbyj5aR9YaHLXU6cqw+bWKI0VZcFKP2dn3D3BiaW6DB2cyOO8Ic4zEgQtOp9Dd8oRdZfTCYJhkIIIYQ4JuU6xKPmQQ5N47hIZXGaOlrz3LGz7Fd0uddJ5v/GrzHjPTNIyR1+AoPixxEq7SfN/DwSBMMf4Qh/jIXKBq+vsVJjDMFvGYXH+n38llFJeY5UIsFQCCGEEM0W0ppHzGIqo7HwJBxMUDlJvafyQ/bjaeQucmB4D1ugul+Yktt9eM8PgQJDV0QD4EfRVsHPUQQavK5JOn7LCPyW0fiNUfgtw9CqE2yQfBgJhkIIIYRotqW6jG2HLWJ9rZGHkazJJhrS/2ujyxwHtj214wjD2SalN/vxXLEDp/qQvEAkDNrNDSgaXp8wpLpGA+Bo/JZR1Bingurc0ahzP70QQohGLZg/l5um39rWxRAp6iOzmhU6sjalFfiN0ZVMZWn8Tc1k32iQN8uJ84PacYvaoqme+iVcM5ccyyq6BvY0eo2A6ovfUhsEg6oftOaM6XZAgqEQQogGLZRgKBqwRwd4TpfGvr5cuemj0lr8Pkapwn2fg6y/21FmbYjznu0jMO9esrPvjXQPH9EwqDEIGKfiOxQEjTMIG91bvHwdjQRDIYQQQjSJN7qIdSCaxs5SGZxttPAi1kHIfs5O7nwHlora2cDB3mHK7/2ErGG/IcdcGztu4qDGMhxfrGt4OFpltWyZOgEJhkIIIYRImKk1T5jFHCQEwHHYuUK5W/Qezret5M12Yv/6sPUI0zVl0ypRV91DnvkAyozcX2NQYZtCqX0GuhVmQnd0EgyFEEIIkbB/6wrW4QMgHYPfGF2xtdA4Pdt2gy5z6u5rXPmTGqpnfEiX9CmkmRtjxwPGQIrSFlJjGd4i9xcSDIUQQgiRoK+0j3/pCgAUcK2RR14LzOI1KiF3gYPsp9JQwdqQ6T89RPFdpaQPvIcewYUoM7IkjsZCmW06ZfbfQRLGNXZmKRcMTdPkmWeeYdmyZezevRun08moUaP4/e9/T69evWLnbdiwgWnTprFr1y7WrVtHWlr8B6O8vJyFCxfyzjvvUFJSQq9evbjyyiu57LLL4s576aWXePrpp9m9eze5ubl8//vf57e//S02W+us1i6EEKlgxJB+lJeV1TmutWZA77rdhDm5uaxeu601iiZSRLEO8bhZHJvjMV7lMEg5j+2iYch8yY57rgNrce04wlA3k5LbfYR+sIr8mpuwB7fGXqsxTqUobREBy+Bju7eoV8oFw7lz57J06VJmzZrF6aefzu7du5k5cybXXnstr7zyCna7neeff5558+bRo0ePeq8RDAaZNGkS1dXVzJkzh4KCAv773/9yxx13YBgGl156KQCvvPIKd9xxB3/4wx84++yz2b59O3feeSder5fZs2e35mMLIUSbKi8rIxAMJXy+3Xbs/3y4TjuFnAkX4d+wmfLX38Ks9hzzNUVyBKKTTTzRRayH4uSiY5zY4fjEQt4sJ2lf1n6WzDRN+XU1VPymhFzb3eT7F8fWIdTYKbX/nnLbVGilrfY6o5Ta9C8UCvHmm28yadIkxo8fT2FhIWeeeSY33ngj27ZtY/PmzXg8HhYsWMCiRYu4+OKL673OBx98wJdffsns2bMZPXo0xx13HNdddx2nn346y5Yti5136Bq//OUv6du3L+effz5Tp05l6dKlHDhwoLUeWwghOh33T8dz3ENzyfneuXS/+Tec8O/n6XHbVBwn9GvrookjaK15XpeyO7pjSD5WfnUMi1hbv1HkT3HR88eZcaGw+uIAe1ZW4Z/+Br3UmeQEH42FQr8xnD2udyi3/05CYZKlVIuh1WplxYoVdY6r6IfPZrNht9tZtmwZPXv25Isvvqj3OmeeeSbvvvsueXl5ccfz8/PZtGkTADt37mTPnj1MnTo17pwxY8ZgmiarVq2KtSwKIYRoGcpmo/utN5D7w+/EHTccDnInfI/cCd/D++VG1FPPE9S6xSY1iOZ7V1fzvo605tpRTDG64lJNb1dSPsh5xEHOI2kY/tp6rTk5TPEsLzWjyuhSM5Ns/zOx10wclNr/SIVtMiRp4WwRL6WCYX02bNjAI488wtixYxk4cCAAPXv2bPQ9VquVbt26xR2rqqri448/ZsyYMQDs2LEDgMLCwrjzevTogc1mY/v27Y3eQ6n2uVj6oTK3x7KLxEk9dzzDB9c/BrAhObm5rFmX3DGATf185fY5noL7Z5N9eu3YsD2PPYeyWen+4x9gzYqsg+c69SROmn83vzf3MkZlMNbIoGsnbiVqy5/nzCGD+Mdhi1j/0uhCoWFv2kU0pL9qo8ufnFj31QbKsNuk9BY/VT8P4NRv0ts7DaveF3vdZ/kfDjoWEDL60dF/lSW7jpty3ZQNhvfddx/PPvss4XCYyy+/nFtvbf7K+6Zpctttt1FTU8OUKVMAqK6uBiA9PX5zbKUU6enpsdcb0qcgp85725M+Bcnd4FykBqnnjqO8rAwzOiMzEYZh0Ldn0+rfamlaK1BTrr+xxst5775GcTgyjjFNKW7pUsi5f7ofwzBYd+c9vOkp519VxWwP+gGoxuQ/upL/his5w5nJ+Mw8RjgysXTS/+JpqZ/nROu5PBzi5Ifu49DI00sy8/i5u/GGmRgNfAr8E/hfYPPhBQBuBMudBl0z/XQ98FuofLb2dZUO+XNx5vyG3s1omWzPkvU72+NJ/D+sUjYYXnPNNVxyySVs3ryZBx98kC1btvDEE0/UmX18NIFAgFtuuYWVK1eyaNEi+vTp0yLl27GvHJcr2CLXak1KRT54O/aVoxveV1y0c1LPHVMoXDcYWi1GvccBtn9TfszXb0yi1//ArOZZsyQWMNxYuMHI57hyxfbyyDW+/baKU7AwSOfztaWGlWYVa7SXMJGM8ZGvio98VeRhZZyRwVkqI2l78qaalv55TqSew1ozu3gnjp6RSZ79SeM7XhfbfY3UeTgyoST9v3Zc/7Vh+6ZuqPOOC1Iyy0ewv4mr/HXyDtyMVdeO6fdaxlHseJCQtzd4K5v+cO1Usn9ne72JT+xK2WDodrtxu93069ePU089lQsvvJClS5dy5ZVXJnwNj8fDDTfcwLp163j88ccZPXp07LWsrMhsqiNbBrXWeDye2OsN0Zp2/Q9uey+/SIzUc+eW7Lo/2vXDWvOyLuNNXRU7NoA0fmN0JQtL3Ptr/7+iPw76Gw4u02He19W8rasoJQxAMSFeNst5hXJGqHTOUZn0wR4bi96RtebP89OVB/iiJhImsrEw2cjDgqp7/xpwfWAl/T820t+wYSmpGwa10vhHhin/jR/veSEMXUxX3y1khv4ZOydMJiVpf6LK+otISuqkv7eSVcdNuWZKBcPS0lI++ugjhg8fTn5+fux4YWEhLpeLrVu3NvLueIFAgClTprBt2zaef/752PjEQ/r27QvArl27OO2002LH9+7dSzAYpH///sf4NEII0XlV6zCPmcVswB87NlZl8HPlxppgiMtWFi5S2XxXZ7EOHyvNKtZHrxcCPtQePtQeemPnHJXBSJVOWj1djwvmz+Wm6c0fjtTZrPJV8GLVQQDMYJDr0rqRc9gi1soDrrdtpP/HhmuFDUtV3frUNo33rBCe7wbxXhAk3DWSeDKCy8iruRULJbFzPZbvcDDtAcJGQfIfThxVSnXe+/1+pk+fHrekDETCWnV1NQUFiX9oZs+ezZYtW1iyZEmdUAiRsNm3b19WrlwZd3z58uVYrdbYJBUhhBBN840O8CdzfywUWoBfKDdXGl0SDoWHM5RiqHIx3dKNPxkFXKiycB32z9duAjyrS/m9+Q0vmKXs1/HDfBbOn3tMz9OZ7AnW8JfSvbGvt98znxOUA6NMkfmSje6/Suf4Idl0n5xO5r/scaHQdGqqLwpwYIGHnV9UsP85D1WXBwh31VjM/XT3/4JuNZNioTBMLgfSFrPf8Q8JhSkkpVoMCwoKGD9+PI8++ii5ubmMGjWKgwcPMm/ePNxuN5dddhl+v5+qqki3hNfrBaC4uBi73Y7NZiMnJ4e1a9fy8ssvc8cdd5CRkcHBgwfj7uN2u7FYLEydOpVp06bx+OOPc+6557J582YeeughrrrqKrp06dLqzy+EEG0lJze33kWrtdb1dtPm5ObWe53PtZcnzGJqon2BmdG9dE9QjhYpZzdl4zKVywSdzWrtZaWuYmd0fT0vJm/pKt7SVZyEg3OMTIZwjDtzdCI+M8zskl14dWQM4vcr3Wx7OpseX6fj/MCKCtf9HISzTbwXhKj+bgDf2SH0kd9uHSIz9De61MzCQkXscLVlPMVp8wgb+YjUorROrRFIgUCAp59+mpdeeon9+/fjdrsZOnQo06ZNo2/fvixbtowZM2bU+96RI0eyZMkSFi1axMKFCxu8x/Lly2Pb67366qssXryYXbt2kZeXx6WXXsqUKVMwjLqNqR6Ph4yMDADWbd6Ly9X+ZiUrFZlJuP0bmZTQkUk9dzwDervr3ZmkockndpuVrbtL6xxvzn0TuY7Wmtd1Ba/o2n/8e2PneqMrXY6yl26i92jIDl3DSl3Fau0leMTgtFwsfHrvA/zfbfe32zURW/LnuaGtDwFOWngvQ0/9AWf9XzZn/jONwRvrbyAJ5Zt4vhPE890gvtEhqG/Cq9akh/8f7po52HXtMLCQ6kpx2n14rOOP7UE6mGT/zvZ6PQw+MZJ7qqurG11VJeWCYSqTYCjaC6nnjieVg6FfmzxtlvAp3tixEcrFL1WXesf8NeceiajWYd7XHt7WVRwk/nvVAxtXGW4GtFDLZWtK6s9zCOwbLex/M4z7P2n021R/C2uwdxjP94JUfzdIzenhRgeiOUKr6BKYjcP8NO54lfUnFKfdi6nq7r3d2aVSMEyprmQhhBDty0Ed5CHzIHuJjOtTwI9UDt9TWa0+UzhDWfiOyuICnckG/LxtVrEWHxr4liBzzQOMUxn8WOXi7GTr4x1iVELaZ1Ycn1pxrLHg+NyK4VEU1nNuzYmRMOj5XoDASSZHW2XaHv6SLoHZuMLL4477jFGUps3EbxnVcg8ikkaCoRBCiGbZpP08ah6kmkiLpRPFr408BitXm5bLUIpTcHKKxckeHeDmz98ka8gpALytq1mrfVxhuBnaxuVMOg3WnQaOTy2RILjain2LgdINJ7x9p/lJ+57G890gwT6JrWtpNXfiDvyJzNDLccdrjJMotd+J1/Id2YapHZFgKIQQokm01qzU1bygSzkUHbph5Xojn4IU27quUNn5/JKJPLx9O6/ocmrQlBFmkXmQYbi43HCT3UEWylZ+SPsyEgLT1kT+thY33jJa3D3Il8M8rB1VTdEFNVxd4MaXYIizmEXkBv9CVvAZFLUzwYOqkFL7bVRbfyL7G7dDEgyFEEIkLKg1f9elrNK1mwOcgoNrja64UrV71jS5wMjidO1iiVnCV9FldD7Fy0bTz6UqhzEqo90tkm0pUrVdwp9aSfvSggo0/Azaoqk5OYx/eJj1p3t4aNh+vi2IBLqe2Pid0Q0jge+B0pXkBB4iJ/gQBrU7aoRxU2b/HRW2X4Fq2i5lInVIMBRCCJGQCh3mYfMg26iJHfuOyuLHKiehQNHWuigrU418PtFe/qFLqcbEi8lzupSPtYerjC50S7EWz5gw2DcYpK2uHR9o2914a1w428Q/LIx/WAj/8DA1Q0KYLs1/dSX/q2u3tjsZB78xuh593KWuITv4NLmBv8QtUG2STrltCuX2G9Cq8V3DROqTYCiEEOKoduoaHjIPUhbdms6GYqJyM8rIaOOS1Trt5ONi69zG0/QvjJ8Ja8vNYeCsW+ky/rsAbKaGmeY+fqhyuFBlNWsh7pakvOD43IpjtQXHait8Dr2qGg9dgb7REDgi8newvxk3ezgcbe1957DW3rNUOr9QR1l4XIfJCL2EO/BnbHp37WGsVNp+SZnt97IeYQciwVAIIUSjPjKreVaXxtYIzMXC9UZXjk+x7sKqqiry80K46OAAACAASURBVLslfP6XU2fwrx9dxRKzlGJChIBlupxPoq2HfVvx+YwShWO1FedqC45PrKR9ZUGFGg5rZpqmZkgY//BQJAwOC2N2aXidE782edQ8GOtGB5igcri4sdnjWuMKv4E7cBdp5oa4l6qsP6bUfjsho0/THlSkPAmGQggh6mVqTd8/TOUJXdtt2I80phhdO8yEjUHKyWyjB//SFbypK9HAXoL82dzPeSqTCSoHR0uPndRg3W3gWG3B+Ul0tvDXR/l+9oDq0wORruHhIWoGhcGe2O3KdYgF5kF2R3eIsQBXqy6NtvamhT+mS81snOaHcce9lvMosd9JwDI4sZuLdkeCoRBCiDpqtMmjZjGF1/0ydmyMyuBy5W7xHURunH5ri16vqdKUwWUql5HaxbNmCXuibaNv6So+116uNLpwijqGrfXCYN9kwfFJbRC0Hmg8bAYGhPGPCOEbGaJmRJjeo7Mo2udt8uLHe3WABWYRpdEhAC4MphhdGdjAQt+28Ea6BOaQHv5P3HG/MYwS+0z81jFNK4BodyQYCiGEiOPXJgvMIrZEJ5kYwM+Um3OSNHP3pjYOhoccr9K43ejBm7qSV3UFQTQlhPmrWcQZKp2fqVwyE2gpVT5I+yIyNtD5SWSyiFHdyGxhq6bm1DD+kSF8IyJjBE13bQJUiqMuLl2fDdrHI+bB6BLfkIeFm4xu9S4pZDH34g7cS2boHyhq1y8MqAGUpv0Rj+UHshZhJyHBUAghRIxXm/zVPMD2aLdjqLKKP+T0b7CFqaOxKsX3VHZ0aZtSNkXH5H2sPazXPn6qchml0uMCslGmIkvGRINg2joLKtjI+MB0HZ0kEsI3MkzNaSH0URokZ8+ezZWTpib8HO+b1TynS6LthHA8dm408usMAbCYB8gJLiQr+ATGYbPNQ6oHpfZbqbJeAUfZ61p0LFLbQgghgMheww+YRbGxaC4MVv1iMgNff6+NS9b6uikbNxv5vK89LNVleDEJV8N727yYWy2c/3U22V/bsG8xjrpsTKiriX9kbRAMnBRu8r++iQZDrTWv6gpe0xWxY0Nx8msjL27faqu5h5zgAjKDS+ICYZhsyu3TqLBdi+7oO8OIekkwFEIIQaUOc795gG+iO1hkYvBboxv9z/9BG5es9RkVCtvXBvatFsZvcTJhaz7mVkXuN4mtcRjoGxkf6B8ZxjciROj4o+8z3BJCWvOsLuFDXbvo9Lkqk5+p3Ng6kzbza3ICfyUz9CKKUOw8EwcVtmspt0/HVDnJL6xIWRIMhRCikyvXIf5iHmB/NChkY+FmI58CZU+Z8X/J4MaN42ML9q0WbFst2Lca2LdYjjox5HB+l0nghDDm8DD+kZFAGM5r4gyRFuDVJg+bRWyKtv4p4DKVy/kqE6UU9vB6coIPkBF6JW4MoUk6lbarKbddT9jo3urlFqlHgqEQQnRiJdFQeDAaCt1YuNnolro7gDSVhq46jxNCJ0T+hE/gxOj/70pXuDSxy4SzNMEBYXwDQqzu72F5/wp2DvBTVBDEUJHdQ0aodE5TLlw0f3mbxhbp7tcrfpHuzMxMPt+wi2IdYoFZxL5oa68NxSQjj2HKRVr4U3ID99eZZRwmmwrbtVTYJ2Oq+OuKzk2CoRBCdFJFOsj95gEOTVHIw8rvjG7ktfPJBtlmNuMCYzkvcB7jAmPpZia+6HU4xyRwQqQVMDggTGCASWBAmHA3HesO7ocFdDrPmpGJKSbwFX6+0n6W6BJOwckIlc4Q5WzyGoj1LtKtwGIowqaGwxoji4oOsFPXsMAsojLaCpiBwY2qK4PMSCB0hVfGP5/Ko9w2hQrbNbJ9najXMf/0v/7667z++uts3LiR0tJS1q5dC8CsWbOYOnUqubm5x1xIIYQQLWt/NBQe2uKuG1ZuNrrhbo+hUIN9vYXbuI0flv2Q4cFhWGh8QkiRUcRX5lcMm3gmgQFhAieYBAeECXfRCY0H7KfSuNPowRu6krd1VWydwBDwBT6+0D7sWjFYORmhXJyKE3sCITEzM5OiogP1P+QRBet18YXMMw8QiKbFbtrCTP0Vxwf/itP8OO7ckCqg3HYjlbarZFKJaFSzfwMEAgGmTJnC+++/D0RmQh2avu/xeHjhhRf48MMPeeGFFyQcCiFECvlGB7jfPBBrZSrAxm+NfHLaUSg0KhTOVVZcK6243rZhLTL4E3cT7U2N8eJljW0Nm6yb2WLdwmbLFrZat1JmlFFUdICv7y5tdhmsSnGRymbr/Ee5bto0VmsPq7WXimhIDKBZo72s0V7SUAxVLkYoF4NwNrhI+OcbdtU5phT0L3Tz9Z7S2ALXK80q/q5LCaBR2uQn5iomhp7EZa6Le29QHU+ZfRpV1p9Bim1hKFJTs38LLF68mPfeew+lFEOGDGH9+vWEQpExKl6vl7S0NHbv3s3DDz/M7bff3mIFFkII0Xy7dYAHzANUR0NhITZ+a3RLaOHmNqXBvtHAtdKGa4UNx6cWVLj+cLXFspUV9hUsT1vOR7aPCahAUou2aP5cpk6/lX4qjct0Llup4RPt4VPtjX2fa9B8rD18rD24MDhNORmp0hmIA0sTFo42teZlXc4buhJDhzgv/H9cE3qa7vrruPMC6kTK7NOptv5Y1iEUTdLsT8trr72GUooFCxZwwQUXMGrUKCoqIusmde3aleeee46f/vSnLF++XIKhEEKkgO26hr+aRXijYeV47Ewz8slI0VCoqsD1ng3Ximir4P76u2JNh8Z3ZojfL5/G6i6r2W3Z08olrWUoxYk4OFE5uFy72YSf1drDZ9oX+757MXlfe3hfe8jAYJhyMUKlcwJpsWVl6hPQJk+YJazT5Vwcfo2fh56mp94bd06NMYQy+814LBdDS+/xLDqFZgfDb7/9lrS0NC644IJ6Xx8yZAhOp5OioqJmF04IIUTL2Kr9PGgW4Y+OR+tHGlONfFypFB402DdHWwVXRvYUVqH6g1KgTxjvuSG844L4R4XQDnik8BHyLYlPNEk2i1IMwskg5eQXWrMeH6u1l8+1l5poPVRj8o6u5h1dTTYWhisXI1U6fbHH7a5ic+eyILSLk8P/4Nbgs3Ql/t9Wn3EG5fab8VrOl63rxDFpdjB0uVxUVlZSVFREfn5+ndfXr1+Pz+cjOzv7mAoohBDi2GzUPhaaB2OTFAaSxg1GfpNnzCaDqgbnezZcb1tJX2HD+m0DrYJpGt//hPCeE8Q7LkSoj1nnnKZM3Dh0flM0tpRM/8K6S74cWk4GIuMRh+BiiHIR0CZfRlsS12lfrF4qCLNcV7FcV+HGwgiVzgjlIkN7eOA/3+dy/3nkUhZ3D6/lHMrsN+M3/kcCoWgRzQ6GQ4cO5Z133uHXv/41V199dWx84apVq9i4cSPPPfccSilOOeWUFiusEEJ0Vjm5udhtdX9lHz7x78jzAb7SPh4yDxKMho9BOLje6JrQDNlkMkoU7vsdZL1oRwXqDzTB48J4zg3hOyeIb9TR9xOub+IGwIDebrbubv4kk0PqXUqmEfWHVLArg2G4GKZc+LXJWu1jtfbwFb7YXiSG3gehj9DmRwwKr+KMzOq4a3gs36PMfjM1lmHNfRwh6tXsYDhp0iRWrVrFli1bmDFjRuz4tddeC0R+WRmGwaRJk469lEII0cmtXrutzrH6Zqse7nPt5VHzYHSOLAzByWSja4MzYltFALKfSSP3QQeWyvhymGka/6hoq+C5IYL1tAp2NA5lcIZKZ5QOY4RW4w+/RU74Xbrr7XXONVGUWSbgtf+WgEUaXURyNDsYjhgxgnvvvZfZs2fj8XjqvO5yubjjjjsYPXr0MRVQCCFE0602PTyhi2OhcBgufm3kYW2rUKjBtdxKlzlO7NtrJ7uY6ZqqSwJ4zwviGx1Cd5Yl9nQQh7kGZ+gdnOGVOMxPUbHaiufFxf8dOJVBfRZgMU5o5YKKzuaY5rD/8Ic/ZOzYsSxfvpwtW7bg8XjIyMjgxBNP5Lzzzmvy+A0hhBDH7kOzmqd0SWyTjFEqnatVlyYti9KSbJsN8u5y4nq3dps9rTRVlwUovcVPOL/19xZudVpj01twhd7GGV6JM/w+BtX1n4oFvzEMn+UcfNZx+IzT+fE53fl6zwn1tgwL0ZKOeXGj7OxsLrnkkpYoixBCiGP0rlnFEl0aC4VjVAZXKnejy6Aki1EWHUf4N3vcmoO+ESGKZ/kIDK6/hayj6JanyQguxRl+G1f4Hax6X4PnBtQJ+Kxj8VrG4bOcFbddnSFzSkQrOqZgGAgEeOyxx1BKcf3118eOT5kyheOPP56bbroJh8NxzIUUQghxdCvMSv6ua2etnqMy+bnKbf1QGITs5+zkzndgqaid5BLsZVJyuw/PxcGEtp1rb1wOk1FDgowdXsPZwwKc3A+oua7ec0OqKz7LWHyWcXgtYwkbvVq3sEI0oNnB0O/3c8UVV7BhwwYmTJgQ99q+fftYuXIlH374IS+++CJ2u/2YCyqEEKJh/zUreFmXx76+UGXxE5VT74zlZHKtsNLlLif2bYeNI3Rpym7wUzGp5qgzi9sLl9OksFuYXt1MTh0Q5OzhNYw4JYjdVv/5Jk78lv+JtgiOJWAMkgWoRUpqdjB88sknWb9+PRCZaHK4rl27smnTJjZt2sRTTz3F5MmTj62UQgghGvSaWc4ruiL29fdVNuNVdquGQtvW6DjCt+OTUeWlAUpv9RHu3o4Gx2mNRRdj1Xuw6r1YzT1Y9R7+uVDT77hienULk5vV+POYJqz5CgYMm47Xcg41lhFoJT1oIvU1Oxj+61//QinFH//4R6644oq41x5//HH+/ve/c9ddd/HPf/5TgqEQQiSB1prjf3c9r5i1oXCCyuH7RuttLGCUKXLnO8h+ru44wpKZPmqGpOA4Qh3CqvdFgp8ZCX82c2/c1wa+Om+bcD4QW2mwrp3fWHhnjZ13P03jvc/sbNl2kK/33Jm85xAiCZodDPft24fdbq8TCg+5/PLLuffee9m3r+HBtkIIIZpHa81SXcZx19euFXuZyuVCI6uRd7WgIGQ9b8d9vwNL+WHjCHualNzmw/ODth9HaDH34Qy/y91TNfn+a2Ohz6q/bXBpmKMJhWDfQYO9ByyRP/st7PrWwodf2Nn17THP5xSizTX7U5yenk5lZSX79u2joKCgzus7d+4kEAjIlnhCCNHCtNb8Q5exQtduz3a5cnOu0TpLhDnftpJ3lxP71sPGETo15VP8lF/XduMIla7EGX4/Mgs49A52vRmA264DQi8ldA0TFyFVSMjoRTD6d+TrQkaNuogQ3TDNDjhzRoioZgfDwYMH895773H11VczadIkBg0aREZGBhUVFaxbt44nn3wSpRSDBg1qyfIKIUSnZmrN33Upb+vIGngKmGi4OUslPxTathl0uctJ+or4cYRVPw5QcquPcI9WHkeogzjMT3GG38EZOrRIdMNdvQBh3ISMwmjoK4yFvqDqRcgoxMTd4J7DFZ4sqqqK6isILbEXsxCpoNnB8Je//CWrVq1i9+7d3Hln3TEUh/bvnDhx4jEVUAghRISpNX/Tpbx7WCi8tUshAyqMpC58bJQrcv+aRvazaahQbQDynx5Zj7DmtFYaR6g1Nr0VZ+htXLFFoqvqPzW2SPQ4fvGreTy65CNCqhdapTf79snei1mIVNDsYHjmmWdyxx13cO+99xIMBute2Grl5ptvZuzYscdUQCGEEJFQuESXsuqwUDjJ6MJ3Mtxsryhv/M3NFTpsHGFZ7TjCUA+Tkhk+qickfxyhxSzCGX4bZ/gdXOG3j7JI9AB81nF4LePwW87EVJGhTP9ddR9B48TkFlSIDuKYRspeccUVnHfeebz66qusX7+eqqoq0tPTGThwID/4wQ/o3bt3S5VTCNEJLZg/l5um39rWxWhzptY8q0t4X0f2pVfAJJXHKKP5rV+NCkP66zbcf3XEjyN0aMp/U0P5ZH/S9jRW2oMj/CGu8Ns4w2+TZq5vuJgqD69lLD7LObJItBAt5JinUHXv3p1rr722JcoCgGmaPPPMMyxbtozdu3fjdDoZNWoUv//97+nVq/aHfsOGDUybNo1du3axbt060tLS4q5TWVnJ3LlzWblyJVVVVfTv35+bbrqJc845J3aO1prHHnuMl156if3799OtWzd++tOftujzCCGab6EEQ0yteVqX8GE0FBrAr1UeI5IRCg8Fwgcd2LdY4l6qmhCgZIaPcEEL91nrMGnmFzjDK3GF38ER/gRFoN5TaxeJjuwYIotEC9HyEg6G+/btw2Kx0K1bt9jXiapv1nJD5s6dy9KlS5k1axann346u3fvZubMmVx77bW88sor2O12nn/+eebNm0ePHj0avM4NN9zA/v37Y+e9+uqrXH/99SxZsoRhw4YB8NBDD/H4448za9Yshg4dytq1a5k1axaAhEMhRJszteYpXcJH0VBoAX5t5DH8GMbJ1auRQOgbEaLkdh81w1p2HKHFPEh2cCFZwSVYqL8rXKOoMYbis4zDZxmH3zJSFokWIskSDobnnnsubrebDz74IPZ1IqvqK6XYsGFDQvcIhUK8+eabTJo0ifHjxwNQWFjIjTfeyC233MLmzZvp27cvCxYsYNGiRXzxxRcsWrSoznVWr17Nxx9/zJNPPslZZ50FwPTp0/n44495+OGHefLJJ/H5fDz55JNMnDiRH/3oRwD06dOH7du3s3jxYiZOnFinFVIIIVpLWGue1MV8or1AJBReZ3TldNWCfbhHCYRl0/34zgq16DjCQ4EwO/gkBt46rwfVcZFt46zn4LOMwVTulru5EOKomtSVrI+Y9nbk18dcGKuVFStW1Dl+KIDabDbsdjvLli2jZ8+efPHFF/Ve57333sPhcDBq1Ki442eddRaPPPIIgUCAzz77DK/Xy7hx4+LOGTNmDIsXL+azzz5j9OjRLfNgQgjRBGGteUIXs/qwUDjZ6MppLRUKUygQmqThtXwnOmnkHELG8S13UyFEkyUcDCdMmEBGRkbc162xD+eGDRt45JFHGDt2LAMHDgSgZ8+ejb5nx44d9OjRA6s1/vGOO+44QqEQu3fvZseOHUCkRfJwhybMbN++vdFgqFSDS12ltENlbo9lF4nrSPXcEZ6hKUJa85gu5tNoKLQCvzG6MtSoGwqbXM/RQJj717qB0D8iRNlvawNhS33bDfMgOYGFZNUTCKtsv6TcPpWwUTssKFnVnezPUTKv35F+nkX9kl3HTbluwsHw3nvvbfTrlnbffffx7LPPEg6Hufzyy7n11sQHoFdXV5OeXncMzqFgW1VVRXV1ZMmHI887dM6h1xvSpyCn3nu0F30Kctq6CKIVdIR67tuz/T9DooLaZE7xbj71RgKUDcVd+cczytn4NndHrecw8DJwF3DkyJ4zgVngOM9KD5Vx5DubL1QEpfdB2cOgD+syVmmQcx2G+1aybQW01t5Yyf4ctcbntCP8PIvGJauOPR7b0U+Kavas5JtvvplgMMiDDz6YlJbDa665hksuuYTNmzfz4IMPsmXLFp544oljGveXSNd3ot3jO/aV43LVXb8x1SkV+eDt2Fee1AVxRdvqSPW8/ZskrdGXYkJa84h5kC+0D4j8cr7e6Ep+qcn2BiZnHLWem9BCSAttax9pIVxAVvCpeloIr6bcfhPhUA8oAhp4rmRI9ucomdc/9E9sR/h5FvVL9u9sr9eT8LnNDobvvfcegUAgad3Jbrcbt9tNv379OPXUU7nwwgtZunQpV1555VHfm5mZyTfffFPn+KFWwKysrNhWRdXV1bhctV00Ho8ndk5jtKZd/4C29/KLxHSEem7v5U9EUGseNQ+ylkgotKG4wejKIOVM6Pnr1HNTxxC2wPfYYh4kJ1h/IKy0XU257abaLuM2qNNkf46Sff2ZM2d2iJ9n0bhk1XFTrtnsBaAuvvhifD4fy5cvb+4l6igtLeXf//43RUXxe1EWFhbicrnYunVrQtfp27cv3377bZ0dWXbu3InNZqN379707dsXgN27d8edc2jsYf/+/Zv7GEIIkbBgtKXwUCi0o7gxGgqbLAzpr9oovDCT7tenx4VC34gQ+/5ezb7/rcY3puUmlljMg3SpuYPe3qHkBBfFQqFJGuW2yex2fU5J2p/jxhGKpps5c2ZbF0F0Es1uMbzooosoLi5m+vTpnHPOOQwePJjc3FwMo27WnDBhQkLX9Pv9TJ8+nenTpzN58uTY8b1791JdXZ3weojjxo3j4Ycf5oMPPojbkm/58uWMGTMGm83GsGHDyMzMZMWKFQwfPjx2zltvvUVOTg5Dhw5N6F5CCNFcQa15yCziK/xAbSg8qamhMAzp/6/1ZxnX30LooNL2y/gWQiFEu9HsYHioS1drzRtvvMEbb7xR73lKqYSDYUFBAePHj+fRRx8lNzeXUaNGcfDgQebNm4fb7eayyy7D7/dTVRXZNN0bHaBdXFyM3W7HZrORk5PDkCFDOOecc5g9ezazZs2iR48eLF26lG3btnHPPfcAYLfbmTJlCvPnz6dPnz4MGzaMNWvW8MILLzBjxgxstsQHagoh2qdkb7nX2PUD2uQh8yDrDwuFU418TmzKAs5h4EXodWdmGwTCJzGirZxweCCcStjo3nI3FEK0KqWbuRjhoaVjjnoDpdi4cWPC1w0EAjz99NOxbercbjdDhw5l2rRp9O3bl2XLljFjxox63zty5EiWLFkCRMYKzps3jzfeeIPq6mpOOukkbr75Zs4444y49zzzzDP87W9/Y//+/RQUFDBx4kSuuOKKeq/v8Xhis5bXbd6Ly9X+ZiUrFZk9t/0bGcTc1pIZSjpKPQ/o7Wbr7tIOd/2aaCjcEA2FadFQeEITQqHzXSt5s50SCBPQ3j9HHeXnWTQs2XXs9XoYfGJkW+GGVm6JlaW5wfCf//xnwuce2lmkvZNgKFpSMv8x6Sj13N7/Qa/v+jXaZKF5kE2HhcJpRj4DEgyFlm8VeXc5yfh/9rjjbRMID00qSc1AeEh7/xx1lJ9n0bBUCobN6kpes2YNO3bsoLy8nF69evG9732vzkLRQggh4tVokwVmEZupAcARDYX9EwmFIch+Og33/Q4Mz2HJbxR8O7Ua75ktGwgNXU5O4AGyg0+020AohGi6JgfDO++8k5deeinu2IIFC7j99tv5+c9/3mIFE0KI9mTEkH6Ul5XFHdNaM6B3ZK9fw+Xk1KcWknPGMACcKKYZ3einjr42q2O1hbzbXaRtrO02DrtNSv7oJ3+qC9+3oRZbAkZpP1nBx8kN3I+FithxCYRCdA5NCoavvfYaS5curXM8FAoxZ84cBg0axODBg1uscEII0V6Ul5URCIbqfc1rhrm9eCdfBSIT5kKVVUzPGUDfo4RCo1TR5R4HWS/WnqeVpvLyAKW3+tFuTX49W+U1izbJCL2EO3A3Nr03dlgCoRCdS5OC4csvvwxAjx49uO666ygoKGDLli08/vjjVFZW8re//Y158+YlpaBCCNEeecwwtxXvZEM0FGYog3d+MZm+r7/X8JtMyHzRTpd7HFjKa5cAqzklxMF7fNScFgZarufYGVpJl8BM0swvY8c0iirr5ZTa/0DY6NVCdxJCpLomBcNNmzahlGLhwoWccsopAJx99tn07duXKVOmsG7duqQUUggh2iOPGWZG8Q42BiJj9DKVhbld+zDoyyM3LK5lX2+h621OHJ/V/noOZ2pKb/FReWUALA2+tcns4S/pEpiFK7wivtyW8ym1zyRgOaXlbiaEaBeaFAwrKytxOByxUHjI6NGjAWLrCwohRGdXaYa4/eBONgWjodCwMC+vD/3t9S9erarAfb+T7KftKLO2LbDqRwFK/ugjnN9yUxWt5m7cgXvICC1FHTY4scYYQol9Nj7r2EbeLYToyJoUDLXWOBx1Z885nZFfdKZptkyphBCiHfKZYT7yV/Gur4JPfFUEoqErKxoK+9UXCjVk/MtGlzlOrEW13caB/mEO/smH/3/qH7fYHLUzjR/DiM6MBgiq3pTa/0i19cegmr1Taqd1YxIXSReitTV75xMhhGgv6psxDPGzhg+Xk5vL6rXbErq2X5us1T5OfuQvXLpvYywMxq5lWJjXtS99bHX/o9r2tUHeH5243q/dacl0aMqm+Sn/dQ3Y67ylWSIzjZ+IzjQujx0Pk0OZ/fdU2K6BBGZHi/olc/ccIVpbk4NhKBRizZo11LcudkOvjRgxovklFEKIY9TYjOH62G2N/2o8FAbXaA9f4SeIput3z4sLhTmGlbOcWVyW2ZUe1viE59RO3HMd5CxOQwVru409FwYpnuUjVNhCvS/aJCP0cnSm8Z7YYZM0KmzXUW6fjqlyWuZeQogOocnBsLq6OrZP8uGUUvW+ppRiw4aGB1oLIUR74NMma7WXNdrLV/ioL2bmGFbGOLM425nNqWnpWFTdecPqNVjPenIX1bYgBgvDFM/24b2g5bqNnaG3ozONaycFRmYa/4wy+wxChmxKIISoq8nBsJk76AkhkqShbtKGNKWbtLNLJAxmYTBMuZj/05+xf9VH9YZBAHaCMV1hvKY4nuMB0DZN+eQaym70o+ufk9JkkZnGs3GFl8cd91rOo8Q+k4Dl1Ja5kRCiQ2pSMOwoex4L0ZE01E1qtRiEwnW7JI/WTdrZecww+RMuYlG46KhhcLhKZwBpGEox6+NP6w+FAVAPgPEnhfLVvu49K0jxHB/B/i3TbWwx9+IO3ENm6IUjZhoPjs40Htci9xFCdGxN+hfiz3/+c7LKIYQQbcZjhvnAV8m7vgo+9Vdz0vw/8cVh+wMDZGPhdOViuHLFwuDRqBVg3KRQm2rP1d01l++/nLv//kjLrFAdLsddM5OswOIjZhoXRmcaXyozjYUQCZOmAyFEm0vmrOFDwloT0CY10b8DWrMx4I2FwWA9mw1nY4m2DLron2AYpBjUMjBeUKh3DwuEhkbfAOZMzYt5L3K3eqRJ5T+S0j6yg0/BtgfIMUtrJmdVcAAAIABJREFUn5Mcyuy/o9J2DVrVnQkthBCNkWAohGhzR3aHF4eDbA54qTLDcUHuULBb8MhDPG0WE0QT1JogmgCaUPTv4GF/AmjGbPmE737zVUJlcRtW1j21hAW/mpZwGDQqFBP1RIyLFGo5qHD8e/QZmvBDGoY27ftSH6WryQo+TU5wEVZdFDsemWl8LeX238pM4yPIOoNCJE6CoRCiTZlak37SCbxaXcL6Gg/rA14OhIONvqfnlT/lfe1J+B6Gzdbo610MK2Nc2Yx1ZnOy3YVj9jxOuOYPjb5HeSD9TRsZr9pxvWPlaZ6GN+LP0QM05u80+mrgGHtzDV1BVvBxcgIPY+Hw1lVFlfWnlNpvk5nGDZB1BoVInARDIUSr8muTHdTwtY782U4Nw//9IgvL97XI9a2AHQMbKvZny5drOWPYcNKUwq4M7EqRpgzchpXRzixOtrsSGzPoA9fbNjJeteF6y4bhr/uenezkxej/Pt/6OWqygsnx5+Tk5ib8PIYuJTvwCNnBx7BQGTuuUXis48noNZuDJb2RBSOEEC1BgqEQIqlKdSgSAqNhcC8BGpuHm6YUJ9pcnJzmorvFjv2IMGdXirNHjeL/vb4S+2Hhz4bCiqo34A344Sl81IQFruMEwLXK+v/Zu/PwqIp0j+Pf0+lOQvYECBCIkICAbIKAgF7WEVQEoqhsOsC4gSCCDoNXvSrjCoKCMsyoiIioqLggihugggOObC6MIvu+hiWQ7qzdXfePkDYxAQKmO9vv8zx5xNOVc96qc7r7TZ1TVUR8FEz45w5szqL7d8d7cfbNxdkvB0+bGG6wRnADI7jwgji27D5WzE7PLsh7iOjcmUTnvoKN33pHDUE47TdwPPge3EFNiAiNgQKrmYiI/BFKDEWk1HiMYR+5bDVZvkTwGJ4z/k40QWz99HMeGvRnmoeE0dARiuMso2id/91IXauU1osrRpAJotq/7UQschD+iYOgE0Xj8cR5cfbOSwazLvVAUCkd27uPmNwZROXOxUaWb7vBQbp9MMeDx+G2JQGlM6hZRKQgJYYict6yjJdtv7stnF3M6N58FpCAg0ZWCI0IoZEVQg3sXPrgkwwe9bci5Y0xWMX0AJ7LrdgS8wKrwPaOxV72UmtwRJEiniiD66ocnP1yybzcXaqfoHbvLmJyphHlfhOL356x9BJCuuPPpDnu1jOEIuJ3SgxF5JzsNzl8Z1z8ZDLZW+wkL78JxiKZYBpZoTSyQkgmhLBiegNPN/XMH7kVWyIGWAu2ty2sd8Ham5eE1qKWr4g3zODqmdczmNHVDSGlG4LDu4WYnGlEut/BKtC76iWMk46/kOa4C4+tdukeVETkNJQYishZHTNuVhsX3xkXezj9iOFYgmhYoDewHsHYSzL3XyAZ4EewLbCwFoC1vWh8WWThvtqGs18uGX/KLbXl6goK9vxMTO6zRLg/KLRSiZdITjhuJy34TrxWjdI/sIjIGSgxFJFiOY2HdSaD74yLLcXdIDaGRCv41G3hvB7BOIKKvfVb5vKTwXdP9QxuKRqjsRtMLzADDbWG1WL9S7v8Ekqw5wdic6YS4VlcaLuHGE4E38kJxx2ah1BEyowSQxHxyTZefjKZfGdcbCCz2GEjSQTTwQrn7vZt+WX9loDHWGIGgn+1Ef5xMBvZiL1t0VvYxmYw3fOSQXMtcGqRlfTh6aUeTojnO2JzphLuWVpou8eqQZpjNCcct2KsyFI/rojIuVBiKFLFeYxhI1l8Z1ysNxnFDh6phZ2OVjiXWuHUsvImi849cjTQoZaIY5ONiI+DifjYQfDWvKHCcTTxvW4sg+kC5kaDuQ4KPE7oB4ZQ9zfE5k4lzLOi0Ctuqw5pjrs56RiKscL8GYSISIkpMRTxszbN6pOeXlwPlKFRYuF1gCMjI/n+F//cwix0ZGPYTt4gkjXGRXoxMwtGE8SlVhgdrHBubN2Md363lnFprmP8Rzk2n0oGFzsI3lx03hgvXqwuFt78ZNDPYzks4yTc/Rkr5kHdrH6FXsu1EkkLHke6fYjWMhaRckeJoYifpaenEx9fsm6pw4cP+TWW3blZNLh3FA9495NK0Qmfq2HR1gqngxVGE0J9k0X/fi3jMwl2BOZjxbHVRsTHDiI+Ci42GTSWIau9B2ffHC5+qBG7v9zr13gsk0mYZykR7vcJc3+OjUxqtf3t9RwrmbTge0m3DwDrzEv0iYiUFSWGIpXcEU8uX2Wk8WVGGltzs6g/5vZCSaEduJgwOtjCaUk1HOVx8Mgpjm02wj92EPFxMCG/Fj+jdGZ7N64+OTivzsVTJ++2+MGHD/onIJNDmOcrItzvE+7+BBvOIkVybE057rgXp/06sPSRKyLlmz6lRCohp9fDyozjLHEd56dsV5GnBi2gKaF0sMK5xAordm7B8sKxw0b4R6eSwY2nSQbbnUoGe/+WDPqNcVPN8+9TyeBHBBWzHJ2H6jjtfbnu5leZtWAllOP2FREpSImhSCXiNYaPXceYfeIgGaboc4NNHNVY/NCjLJw4nZjy2nuVDSEbgqi2ys46s44LukQVWyzrEjfOPrk4r8nBk+DvZNBLqPdbItwfEOH+kCBzpEgRD1G47H1x2q8jM6gLWA6+Xj1XSaGIVCjl9JtBKrrnp03m7nvuK+swyoXIyMjTPDto+P1qt5GR5z9dya7cLJ49vo9fcjIKba9rD+ZPYTF0rxZDPUcIL815k5i//+O8j1PabCcsQtcFEbraTugaOyE/BmHLzmuX6rQpVDarTV4y6LomB3ddfyeDhhDvulPJ4ELsZn+RIl7CcdmvxmnvT0ZQD7BKeVkUEZEAU2IofjFDiaHP6UYZl9Zyb1awg9dOHGJ+eiruAjeNrwqPpU94HI0d1crVpNP2fZYvCQxdYyd4kw3LnD6+rIvzk8Fc3IlFe0FLlTGQ8yNP3WO4IKM1DrO7SBEvoWQE9cLp6E9GUE9NNSMilYoSQ5EKbIvJou3HbzEv/bBvW117MPfE1KVteBRuj58TqbPxQPBmW6FE0LH/zLdWcy/wkHWph8z2bjL/x437gj9eh5jY2GJHSxtjsCyLpsmGQb1hwFXQNBnuux0okBQaHGQE9cBp74/LfrUmohaRSkuJoVRIVf1WdYbx8p45znLjJPzCZACCgAGRNbk5Kp7gsnquLRM6m87EzAjJSwTX2Qk6efreQGMzZDf3kNXeQ1Z7N1nt3Hhql/4t4uLmVQzyHmDWk814+N5mhHh/LhobQWQGdTmVDPbRMnUiUiUoMZQKqSrfql5vMnjTe4y0AgvWNXVU457YuiQHVwtsMEfA+hasf1tYK4F1sJzl8HTxxb3VDFlt3b8lgm3cmIiARgyAzRyjXmZXnhgHFEgKDRZZtstwOq7DFdQPj61m4IMTESlDSgxFKog04+ZN73HW89vgkhAsfv77ZD576TWCAvEcoQHWg+1tC+tTsDae+ZjuGt68BLC9h6xL3WQ380A5mNvZZlwEmd9Wcsmytcdpvw6nPQWPLaHUjjOmiv7xIiIVlxJDkXLOawzfGCfvmuNkFhhc0pJq3GyLo+Or8wmaNc+vMTQxTbBNtLDeAWvzGW4NNzG8sukV+j4zmKz2bnIbeH8/8LpccNsS2V9tIY9O6MMDU37Abavvl+NU1V5tEam4lBiKlGMHTC6veY+yhWzftkhsDLLiuNQK8+toY/s+i4hFwUR86GAjG+Hxwq+bIAOXgPkfMP9jMJ2AeLjdcTtbBlzvt7hKS1bQ5cxaYDHhGf8khSIiFVG5Swy9Xi+vvvoq77//Prt376ZatWp07NiRv/3tb9SrVw+ALVu2MHnyZNatWwdAu3bt+N///V8aNmzo28/+/ft55plnWLt2LSdPniQpKYkbb7yRQYMG+b5MjTG89NJLLFiwgIMHD1KrVi0GDhzIHXfcEfiKixTgNoZPzQkWmxOFVjS+zApngBVLhFX8CiB/VFCqRfhiBxEfBlNtbTGjeC2D6QJmkMH0B6r7JQwRESkj5S4xnDx5Mu+88w4TJ07kkksuYffu3TzyyCPccccdLFy4EJfLxdChQ2nVqhVz587FZrMxc+ZMhg0bxieffEJUVBQZGRkMGzaMyMhInnnmGWrWrMk333zDo48+SmZmJrfccgsAM2fOZNasWUycOJHWrVvz448/MnHiRAAlh1Jmtpls5nqPsp9c37aa2Blqi+Miq/QHl9hOWIR/5iDiQwfVVtqxvEV7IVezmrZT22FuBOqWeggiIlJOlKvE0O12s2TJEm677TZSUlIASExMZMyYMUyYMIFNmzaxfPlyMjMzmTJlClFReUtlTZ48mS5dujB//nxGjBjBmjVr2L17N/PmzaNdu3YA1K9fn6+//pqFCxdyyy23kJmZyezZsxk2bBjXXXcdAElJSWzfvp0XX3yRYcOGERKiVQwkcLKMl/dNGl+ZdN+ThDaglxVFXyuakNNMQXO2OfqKK29lQtjSvGQw/CsHVk7RcjmNPaT3y8HZL5eOXTuSM85dpIyIiFQu5SoxtNvtfPnll0W253+5ORwO/v3vf3PJJZf4kkKAqKgoWrVqxYoVKxgxYoSvfFBQ4dttwcHBvtfWr19PRkYG3bp1K1Smc+fOvPjii6xfv55OnTqVZvXkPLRpVp/09PRiXjE0SowrsjUyMvK0K42UZz+YDN7wHuN4gSlo6hPMMFt1LrCCz/i7xc3RZ1nQKDGOrXuOYfKzzBwIW2En4sNgwls7sGUUTQZzEz04++XiTMkhp2n5HDgiIiL+U64Sw+L88ssv/Otf/6Jr1640bdqUHTt2cOWVVxYpV79+fZYuXQpAx44dSU5OZsaMGUyePJlatWqxatUqVq5cyYMPPgjAjh07gLweyYIuuOACALZv337GxNCy8n4qmvyYAxF7aRwjPT2d+Fq1Slz+8KFDFea83H3PfZzEw5veY6w1v01BE4zFtbYYrrAiz3sKGt959kLot/a8nsFPHASlFe11dMd7cfXJSwazL/H4ksGCRy6uV/KMPZIV5BxAxXwf5wvk+1nKjs5z5efvc3wu+y23ieGUKVOYO3cuHo+HIUOGcN99edM+uFwuwsPDi5SPiIjw9SwFBwfz6quvcuedd9KlSxccDgcej4dx48YxYMAAAJxOJ0CRfUVERBR6/XSSEmKKjaOiSErw/yoOyXX/+DEsC4JsJb+iLat0jutvxhh6ThzPw2kHcJrfegnbhUZwb1w96jj+4GMMG+FZ8yxJHWLgQDGvxwDXA4PB3s1GdFAI0Zz+mMeOHi2yzWaz4fWW8ZJ7paAiXC9nE4j3s5Q9nefKz1/n2OUq+QSy5TYxvPXWW+nfvz+bNm3iueeeY/Pmzbz88sunLW/Mb/O7ZWVlMXr0aGw2G7NnzyYuLo7Vq1czffp0oqKiGDx4cIn2cyY79qcRFpZ79oLljGXlXXg79qdRwqqet+370v7wPowBj7fkgRpTOsf1B2MMR3Cz2WSz0utkU4EpaCKwMcgWS8fccDIPZ7KdzPM+jn2XjXpXRDKOcYWSQm81Q0avXJzX5pDR1Q35d6gPnvehym1bn4uKXIdAvp+l7Og8V37+PscZGa4Sly23iWFcXBxxcXE0bNiQli1b0qtXL9555x0iIyNxuYpW0Ol0Eh0dDcC7777Lhg0bWL58ObVr1wagWbNmHDx4kKeffpobb7yRyMhI3++FhYX59pO/74LPMBbHGCr0GzQQ8Zfa/s9xP+XlvHiNYT+5bDHZbCGLLSa70DOE+Tpa4Qy0Yok8NQXNH44/E6xTOadxGDK6uXGm5ODqmYsJK1CuFNqpvLT1H1FZ6lAZ6iFnpvNc+fnrHJ/LPstVYnjs2DH+85//0K5dO+Lj433bExMTCQsLY8uWLSQnJ7NrV9HBBTt37vTNY7ht2zYiIyN9SWG++vXrk5GRQWpqKsnJyQDs3r270LHynz1s1KhRqdevMjqXwSEVdWBISbmNYRc5bDZ5SeBWssng9LdaaxDEzbbqtCjlKWhym3jZ/66Te/vfxuTvX8ITrW+S09GSdSIihRU//0UZycrK4p577uH9998vtH3v3r04nU4SEhLo2rUr33//PceP/7bO6ZEjR/jhhx/o0aMHAAkJCaSnp3Po0KFC+9m2bRsOh4OaNWvStm1bIiMji4yCXrp0KTExMbRu3dpPtZSK4Plpk89aJst4+cVk8qE3jameg9zt3cNT3oO8Z9L4icwiSWEIFhcRSooVzXhbLR631S31pDBf9qUeFlgL8MYoKTwTLVknIlJYueoxTEhIICUlhRdeeIHY2Fg6duxIamoqTz/9NHFxcQwYMACHw8Hrr7/O+PHjGTt2LMYYpk2bRnx8vG9gyXXXXcesWbO49957GT9+PNWrV2f16tW8++67XHvttdjtedUeNWoU06ZNIykpibZt27J27Vreeust7r//fhyOkj+oWZWdrgfwwgvi2LL7WICjKT0zpk0ukjQ4jYctZPt6BHeTc4b+wLznBi8khAutUC60QkgkGLuGFYqISDlWrhJDgMcff5yGDRsya9YsHnvsMeLi4mjdujWTJk0iLi7v1uS8efN48sknGTZsGJZl0alTJ1577TXfs4I1atRg/vz5TJ06ldtvv53MzEzq1KnDX/7yF+68807fsW655RZsNhsvvvgiBw8eJCEhgfvvv5+bbrqpTOou5ctR42aLyWIL2Wwx2YVWIilOdYLyksBTyWAd7H5dy1hERKS0Waakw3AFl8vlm87mp017CQureNPV5E/nsn2ff0e3lVaPYaPEOOLjz2Eew8OH2Lrn/I7rNYbNZLPGuPh87xZC69Y5Y/kEHFxohfgSwepW+fk7q9gJrktZRe8VrgwC9X6WsqXzXPn5+xxnZLho1aQekDfo9kzT7ZWfbzKRMuA1hu7DUqjW9TJq9r6CkPiaAEWSQuN2k/7fjWT9tJG/Dx9NI0J8o4hFREQqCyWGUuUYY9hJDmtMBmuNiwvnzChSJhiLZiFhtAwOp0VIOBcFh1GtQRuCr7PT5i9/K4OoRURE/E+JoVQJxhj2kssa42KNySAVd5EyDiwuDY2kW1g0HUKjqGYrV4P2yx1N9SIiUvkoMZRKbb/J6xlcY1wcLCYZDAIOf/kNk68fzGXVogi36fZwSWmqFxGRykeJoVQ6h0yuLxncV8xIYgtoSiiXWmG0scLoPv4Rrrn17kJljDHFjiiOiY31V9giIiJlTomh+EVp3WaMjIzk8OFDxbxiyEvx8oTUrUP8NT1pn3I1D3r3FyltARcSQnsrnLZWGFEFBo6s+XFbkfIacSsiIlWREkPxi9K6zXimCbTX7DrMWpPBGpPBNrKLLdeQENpbYbSzwogpR9PJiIiIlEf6ppQKZ43XxcXzZ/E37z6Km+6pPsG0t8Job4WXq7kFRUREyjt9a0qFstlk8aI5QkzHdoWSwro4aG+F094Ko5al5QwBHnnkkbIOQUREKhglhlKhVMOGHXADtbH7ksEEK7isQyt3HnnkEbbvSyvrMEREpAJRYigVSqIVzJO2unTr1o4fv/5eaxGLiIiUIs3gKxVOnGUnc8duJYUiIiKlTImhVEhadUNERKT0KTGUCkmrboiIiJQ+JYYiIiIiAigxFBEREZFTlBiKiIiICKDEUEREREROUWIoIiIiIoASQxERERE5RYmhiIiIiABKDEVERETkFCWGIiIiIgIoMRQRERGRU5QYioiIiAgA9rIOQPyn/cUNSTt+vMTlY2JjWfPjNj9GJCIiIuWZEsNKLO34cXJy3UW224NsuD3eItuDHbocREREqjLdShYRERERQImhSLHG3HNfWYcgIiIScEoMRYpxtxJDERGpgpQYioiIiAigxFBERERETlFiKCIiIiKAEkMREREROUWJoYiIiIgASgxFRERE5BQlhiIiIiIClMPE0Ov18sorr9CnTx9atWpFhw4dGDt2LHv37vWV2bJlC7fddhtt2rShTZs23H777WzbVnSN36VLl3LdddfRsmVLunbtytNPP01ubm6hMgsWLKB37960aNGCzp07M3ny5CJlRERERKqCcpcYTp48mRkzZnD77bezePFinn32WX7++WfuuOMOcnJyOH78OEOHDiUoKIi5c+cyb9487HY7w4YN4+TJk779LFu2jLFjx5KSksKnn37Kgw8+yNtvv82UKVN8ZRYuXMhDDz3EgAEDWLRoEY888ggffvghjz/+eFlUXURERKRM2cs6gILcbjdLlizhtttuIyUlBYDExETGjBnDhAkT2LRpE8uXLyczM5MpU6YQFRUF5CWTXbp0Yf78+YwYMcK3bfDgwQwfPhyAevXqERkZic32Wy78j3/8g2uuucZXJjk5maNHjzJx4kRGjRpFrVq1Ald5ERERkTJWrnoM7XY7X375JaNHjy603bIsABwOB//+97+55JJLfEkhQFRUFK1atWLFihUAbNy4kV27dtGvX79C++nUqRMdOnQAYOfOnezZs4du3boVKtO5c2e8Xi/ffPNNaVdPREREpFwrVz2Gxfnll1/417/+RdeuXWnatCk7duzgyiuvLFKufv36LF26FMhLDCEvoRw5ciQ//vgj4eHhDBgwgFtvvZWgoCB27NgB5PVIFlSnTh0cDgfbt28/Y1yWlfdT2VTGOlVF+edR57Ny03muGnSeKz9/n+Nz2W+5TQynTJnC3Llz8Xg8DBkyhPvuuw8Al8tFeHh4kfIRERGkp6cDcOTIEQAeeOAB/vKXvzB27Fi++eYbnnvuOU6cOMHf/vY3nE4nQJF9WZZFeHi47/XTSUqIKTaO8sYeVHyn8Om2J9eN8Wc4EmBJCTqfVYHOc9Wg81z5+escu1yOEpctt4nhrbfeSv/+/dm0aRPPPfccmzdv5uWXXz5teWOM799utxuAoUOH0r9/fwAuuugi9u7dy9y5cxkzZswfjm/H/jTCwsr/6GW3x1tkmz3IVux2gO370vwdkgSAZeV9wOzYn0aBt4ZUMjrPVYPOc+Xn73OckeEqcdlymxjGxcURFxdHw4YNadmyJb169eKdd94hMjISl6toBZ1OJ9HR0QBERkYC0LJly0JlOnTowNtvv83OnTt9zyj+vmfQGIPL5Sr0DGNxjKFSvkErY52qssp6nUphOs9Vg85z5eevc3wu+yxXg0+OHTvGJ598wuHDhwttT0xMJCwsjC1btpCcnMyuXbuK/O7OnTtp2LAhAElJSQCcOHGiUJn8XkWHw0FycjJAkX3t3buX3NxcGjVqVDqVEhEREakgylVimJWVxT333MP7779faPvevXtxOp0kJCTQtWtXvv/+e44fP+57/ciRI/zwww/06NEDgHbt2hEeHs6SJUsK7WfNmjWEh4dzwQUXkJiYSHJyMl999VWhMsuWLcNut9O5c2c/1VJERESkfCpXt5ITEhJISUnhhRdeIDY2lo4dO5KamsrTTz9NXFwcAwYMwOFw8PrrrzN+/HjGjh2LMYZp06YRHx/PgAEDAAgNDWXUqFE8++yzNGjQgC5durBixQree+89Ro8ejcOR9xDm2LFjGTduHLNmzaJHjx5s2rSJmTNnMnToUKpXr16WTSEiIiIScJYx5euJhZycHObMmcOCBQs4ePAgcXFxtG7dmnHjxhW6/fvkk0+yevVqLMuiU6dO3H///dSrV6/QvubNm8frr7/Ovn37iI+PZ/jw4QwdOrRQmUWLFvHiiy+ya9cuatSowQ033MCoUaMKTYSdz+VyERERAcBPm/YSFla+RyVfeEEcObnuIttPN/gk2GFny+5jgQhN/Myy8kaYb9+nh9UrM53nqkHnufLz9znOyHDRqklejuR0Os84q0q5SwzLMyWGUlHoi6Rq0HmuGnSeK7/ylBiWq2cMRURERKTsKDEUEREREUCJoYiIiIicosRQRERERAAlhiIiIiJyihJDEREREQGUGIqIiIjIKUoMRURERARQYigiIiIipygxFBERERFAiaGIiIiInKLEUEREREQAJYYiIiIicooSQxEREREBlBiKiIiIyClKDEVEREQEAHtZByD+ExMbS7Cj5Kc4JjbWj9GIiIhIeafEsBJb8+O2ItssC5LrxrB9XxrGlEFQIiIiUm7pVrKIiIiIAEoMRUREROQUJYYiIiIiAigxFBEREZFTlBiKiIiICKDEUEREREROUWIoIiIiIkCA5zHctGkT33//PXv37sXlcmG324mOjiY5OZkOHTpQvXr1QIYjIiIiIgUEJDH86aefeOSRR/j1119PW8Zms9GrVy8eeOABatasGYiwRERERKQAvyeGv/76K0OHDiU7OxtzhqU2PB4Pn332Gf/9739ZsGABMTEx/g7tnHk8Ht+/jxxJJSwsowyjOT+WBRGOHI4cOaGVTyoxneeqQee5atB5rvz8fY4zMly+fxfMZYrj98TwH//4B1lZWYSHh9O/f3+aNm3KoUOHmDt3LuHh4Tz55JOcPHmSr7/+mkWLFrF3715mzpzJgw8+6O/QztmePXt8/+5xeZsyjERERETk3O3Zs4fmzZufvoDxsw4dOpimTZuaNWvWFNq+atUq06RJEzNp0iTftmXLlpkmTZqY7t27+zus8/Lf//7XAPrRj370ox/96Ec/FfLnv//97xlzHcsY/3ZMt2jRApvNxk8//VRou8vlom3btiQnJ/PJJ5/4trdp0waPx1OkfHlw8uRJoqOjAfjP95sJCwsrs1gsC5ISYtixP63K3lqo6m1Q1esPagNQG1T1+oPaoKrXH87eBhkZGXRs0xiAEydOEBUVddp9+f1Wcs2aNTl48CBLly7liiuu8G1fuHAhAJmZmb5t69evJzMzk9q1a/s7rPMSFBTk+3dYWBhhYeFlFotlQXh4OGFhuVX6jVCV26Cq1x/UBqA2qOr1B7VBVa8/nFsbFMxliuP3xLBjx4588MEH3H333bRv357atWuzY8cONmzYgGVZNG3aFIAPP/yQhx9+GMuyaNu2rb/DEhEREZHf8fsE1yNHjiQ8PByv18vq1avB7ecSAAAgAElEQVRZtGgRGzZswBiDw+Fg1KhRADgcDrKzs4mKivJtOx+vvvoqLVq04J577jlr2ZycHCZPnkyXLl1o0aIFV199Ne+99955H1tERESkIvN7Yli/fn1ef/112rdvj2VZvilrOnTowFtvvUXLli0BaNy4Mf369ePNN9+kYcOG53yctLQ0Ro4cyezZswkJCSnR7zzyyCMsXLiQhx56iEWLFjF48GD+7//+r9AzjyIiIiJVRUAmuL7ooouYN28eGRkZpKWlERMTU2TgRqNGjXj66afP+xgff/wxGRkZLFy4kBtvvPGs5fft28cHH3zA3//+d3r27AlAcnIyP/74I8899xy9e/c+71hEREREKqKArpUcFhZGQkICYWFhbN68mYULF/LKK6/4Xj906NB577tr167MmTOnxMvqrVy5EmMM3bp1K7S9c+fO7Ny5s9CchSIiIiJVQUATQ4C1a9fSp08fUlJSuP/++5kyZQoAXq+XXr168cYbb5zXfhMTE8860qagHTt2EBISQq1atQptv+CCCwDYvn37ecUhIiIiUlEF5FZyvp9++om//OUv5Obm+rZZlgXA8ePHyc7O5vHHH6du3bpFevJKm9PpLHYewoiICADS09PP+PuWlfdTVvKPXZYxlLWq3gZVvf6gNgC1QVWvP6gNqnr94extcC5tE9DE8B//+Ae5ubm0b9+e2267jfHjx+N0OoG8+XeuvvpqPv30U1555RW/J4anU9L5vpMSYggPL7t5DAvGUdVV9Tao6vUHtQGoDap6/UFtUNXrD6dvA5fLUeJ9BDQx/OGHH7DZbMyYMYOYmJhCt35DQ0N56qmnWLJkCT///LPfY4mMjMTlchXZnp+onmlWcIAd+9MIC8s9Yxl/0kzvaoOqXn9QG4DaoKrXHypWG4x541sOn8wqlX3FR4Uy46ZOFar+/nL2lU+K5junE9DEMCsri+DgYGJiis9o828rF7zV7C/Jycnk5ORw4MAB6tSp49u+c+dOIG+U9JkYQ7m4AMtLHGWpqrdBVa8/qA1AbVDV6w8Vow0On8wi1R1cOjs7mVWovhWh/v52ujY4l3YJ6OCTunXrkp2dzVtvvVXkNbfbzbRp03C73YUSNX/p3LkzNpuNL7/8stD2pUuX0qRJExISEvweg4iIiEh5EtDEsFevXhhj+Pvf/86VV17pu207ePBgLr/8cubOnYtlWYXWVC6ptLQ0UlNTSU1NxePxkJ2d7fv/rKwsfvrpJ6666irWrl0LQK1atRgyZAjPP/88n332Gdu2bePFF1/kq6++KtGqKSIiIiKVTUBvJY8YMYLly5fz66+/snv3bt/2H374wTfo48ILL+TOO+88532PGTOG1atX+/7/4MGDLFu2DICnnnqKunXrsmPHDjIyMnxl7r//fiIiInjyySc5duwYSUlJTJs2je7du59vFUVEREQqrIAmhmFhYbzxxhv861//4qOPPio0oXWdOnXo27cvI0aMOK/RvvPmzTtrmU2bNhX6f7vdzj333KMeQhERERECnBhC3rQ048ePZ/z48Zw4cQKXy0VERMRZRwGLiIiIiH8FPDEsKDo6mujoaN//O51OJk+ejGVZPProo2UYmYiIiEjVE/Al8c4kKyuLBQsWsGDBgrIORURERKTKKVeJoYiIiIiUHb/fSn7hhRdKXLbgiGERERERCSy/J4bTp0/3rWgiIiIiIuVXwAafmKq+To2IiIhIOef3xLB9+/asXbuWrl27Mnz48DOWPXHiBOPGjfN3SCIiIiJSDL8nhk8++ST9+vVj5cqV/PWvf6Vx48anLXvkyBF/hyMiIiIip+H3UcmJiYmMHz8et9vNgw8+qFvKIiIiIuVUQJ4xvOmmm3A6nTidTnbu3ElSUlKx5UJDQ+nTp48Gq4iIiIiUgYANPhkxYsRZy0RERDB16tQARCMiIiIiv6cJrkVEREQEUGIoIiIiIqcoMRQRERERQImhiIiIiJyixFBEREREgAAnhtnZ2SUqt2vXLj9HIiIiIiK/F9DE8Nprr+Xnn38+Y5l58+Zx7bXXBigiEREREckX0MRwx44dDBw4kH/+8594vd5Crx04cIDhw4fz5JNPkpWVFciwRERERIQAJ4bh4eG43W5mzJjBkCFD2LNnDwDvvvsuffv25bvvvsMYw0UXXRTIsERERESEAK58AvDpp5/y2GOPsWTJEn744Qf69etH8+bNWbduHcYYwsLCuPvuuxk6dGggwxIRkUrk7je+5XD6H7/zFB8ZyvM3dSqFiEQqjoAmhvHx8cyYMYOvvvqKxx57jP3797Nu3ToAevbsyYMPPkjt2rUDGZKIiFQyh9OzSHUH//EdlUJyKVLRlMl0Nbm5ubjdbizLwhgDQE5OTpHnDkVEREQkcAKaGB44cICRI0cyduxYUlNTCQsLo0uXLhhjWLFiBddccw2zZs3C4/EEMiwRERERIcCJYe/evVm+fDnGGNq2bcuHH37ISy+9xPPPP09sbCyZmZk8++yzmq5GREREpAwENDHMzMzEbrczfvx45s2bR7169QDo1asXH3/8MT179sQYw9atWwMZloiIiIgQ4MSwSZMmvPfee9x2221YllXotbi4OGbMmMHkyZOJiooKZFgiIiIiQoBHJb/77rs4HI4zlklJSaFTJ00PICIiIhJoAe0xPFtSmC8+Pt7PkYiIiIjI75XJdDUiIiIiUv4oMRQRERERQImhiIiIiJyixFBEREREgDJMDE+ePMnatWv5/PPPfduys7PLKhwRERGRKi+g09UA7Nixg0mTJrFy5Urf0ncbN27EGEOPHj147LHH6NGjR6DDEhEREanyAtpjuHPnTgYNGsSKFStwu90YY3yvpaWlcfToUcaMGcP69esDGZaIiIiIEODEcPr06Zw4cYKkpCQefvhhwsPDfa85HA7atWuHx+PhpZdeCmRYIiIiIkKAE8PvvvsOy7KYPXs2Q4YMKTThdUREBP/85z8JCgri+++/D2RYIiIiIkKAE0On00loaCh16tQp9vVq1aphs9lwuVyBDEtERERECPDgk1q1arFv3z6+/vprunXrVuT1N954g9zcXBISEgIZlgTA3W98y+H0rD+8n/jIUJ6/SWtpi4iI+ENAE8OuXbvyxhtvMHr0aDp06EBGRgYA48ePZ9OmTWzduhXLsujcuXMgw5IAOJyeRao7+I/vqBSSS5GKoqR/UDnsNnLd3jOW0R9VIlISAU0MR48ezbJlyzh48CDffvutb/vixYsBMMYQHx/PXXfdFciwRETKpRL/QeUuwc70R5WIlEBAE8O4uDjeeecdnnrqKZYsWYLb/dunmcPhoFevXkyYMIGaNWsGMiyRc1Jat8VBvTgiIlK+BHyC6/j4eKZNm0ZmZiY7duzA5XIRERFBw4YNCQ4uhVuNIn5WarfFQb04IiJSrgQ8McxXrVo1mjVrVqr7XLBgAXPmzGH37t3ExsbSp08f7r333kLT4hTUrl070tPTi2y/4YYbeOKJJ0o1NgkMDXIRERE5fwFPDPfs2cMHH3zAzp07OXHiRKHVT/Llz3V4LhYuXMhDDz3E//7v/9KlSxe2b9/Oww8/TEZGBn//+9+L/R2Xy8WECRPo169foe3VqlU7p2NL+aFBLiIiIucvoInhihUrGD16dKFnC3/PGINlWee873/84x9cc801DB8+HIDk5GSOHj3KxIkTGTVqFLVq1SpU3uVy4fV6iY+Pr9LPNKqHTURERPIFNDF84oknyM3NLfX97ty5kz179jB27NhC2zt37ozX6+Wbb77hhhtuKPSa0+kEICwsrNTjqUjUwyYiGlAlIvkCmhgeOHAAy7IYMmQIN998M3Xq1Dnt83/nYseOHQAkJiYW2p6//+3btxf5nT+aGFpW3o+/jHnjWw6fPP0HtQXY7Tbcbi9Fb8YXFh8VyowAfFD7sz2KO87v/+uv4/jb+R7H3/WvCNQG5+Z07VTaA6pOd5yzfa6VVMHPtMryOfBHlEYblNa5gcB950Dh7+KKcK785WxtcC5tE9DEsH79+uzcuZMHH3wQm630VuPLT/LCw8MLbbcsi/DwcN/rBeUPOvnss8945pln2L9/P7Vr1+aqq65i+PDhZx0hnZQQU+R4pel4Rs7ZP6hLMncZ4MjIIbluTPGv2W0l3s8Zj2G3nfYY/j5OUkJModf9XZ/SOsbZjlNSBetfVVXWNgjUtRao45Toc60kxyjmMy3QnwPl0R95H5TWuYHAfOfk76vgcSrr58C5OF0buFwl74QLaGI4fvx4Ro8ezcKFC+nfv38gD11Ebm4uNWrUID09nfvuu4+IiAj+85//MH36dDZv3szUqVPP+Ps79qcRFlb6t8V98Z1lFYNz3df2fWl+Pc6ZjuGv41hW3ptgx/408scwBaI+gTo3Z1Nc/auayt4GFe1zIFDHKQ+fA+VJabwPKto1UPA4lf1zoCTO1gYZGa4S7yvgS+LNmDGDu+++mzlz5tC4ceNib+ValsWjjz5a4v1GRUUBFOkZNMbgcrl8rxfUvn17Vq5cWWjbRRddRFZWFtOnT2f06NEkJSWd9pjGUKEuwEDEGqj2+P1x/HUuyqo+5/P7Fela9Ae1QclUlGv6fI5R0T8HSkN5eh+UxbVWnupfVk7XBufSLgEflTx27Fjcbjdbt25l69atpy17LolhcnIyALt27aJNmza+7Xv37iU3N5dGjRqVeF9NmzYF4NChQ2dMDEVEpGrTrA5SGQU0MXz22WfJyck5a7lzna4mMTGR5ORkvvrqK6699lrf9mXLlmG32+ncuXOR3/nyyy/57LPPePzxxws9T7hhwwYsy6JBgwbnFIOIiFQtmtVBKqOAJoY7duzAsiy6dOnCkCFDqFu3bqktgzd27FjGjRvHrFmz6NGjB5s2bWLmzJkMHTqU6tWr89NPPzFhwgQef/xx2rVrR+3atfnss89wuVyMHDmSqKgoVq1axSuvvEK/fv2oXbt2qcQlcr5K0hvhsNtK9MxOVeqRUC+OiMj5C2hiWKtWLQ4cOMCMGTNKfV3kq666iqeffpoXX3yR5557jho1ajBs2DBGjRoF4FubOSMjA4BmzZrx6quvMnPmTO644w6ysrJITExk3Lhx3HzzzaUam8j5KFFvRElH91WhHgn14oiInL+AJoYjR47kgQceYMOGDbRt27bU99+vX78iy9vl69ChA5s2bSq07ZJLLjnnpfdEREREKquAJoaNGjXiz3/+M3fccQe9evWiRYsWxY4YBujbt28gQxMRP9MtXhGR8i+gieGAAQOwLAtjDAsXLmThwoXFlrMsS4mhSCWjW7wiEij6Q/T8BTQxhLy5BQv+V0RERE6vtAaiVaUkR3+Inr+AJoaPPfZYIA8nIuI36pGQQCm1gWhVMMmRcxfQxPDGG28M5OFERPxGPRIiUhnZyjoAERERESkfAtpjeOWVV5a47Oeff+7HSERERETk9wKaGO7atcs3Krmg/CXw8ref65J4IiIiIvLHBTQxjI+PLzbpO3r0KG63m8jISC688EJCQ0MDGZZIlaZBFCIiki+gieGKFSuK3e71evnPf/7Dww8/TEJCApMmTQpkWCJVmgZRiIhIvnIx+MRms3HZZZfx2GOPsXjxYqZNm1bWIYmIiIhUOeUiMcwXGxuLMYaPPvqorEMRERERqXICvvJJcTweD1u3buWJJ54AIC0trYwjEhEREal6ApoYtmjRotjtHo/H92/LsmjcuHGgQhIRERGRUwKaGLrdZ1+zJzg4mIcffjgA0YiIiIhIQQFNDNu0aVPsdDWWZREdHU1ycjKDBg2iXr16gQxLRERERAhwYjh//vxAHk5EREREzkG5GHwiIiIiUtFUxgUC/JoYPvTQQ+f1e5Zl8eijj5ZyNCIiIiKlpzIuEODXxHDBggXnve6xEkMRERGRwPL7rWRjzDn/zvkmkyIiIiJy/vyaGH7xxRf+3L2IiIiIlCK/JoYXXHCBP3cvIiIiIqWoTEYlHzhwgI8//phff/2V9PR0oqKiuPjii+nbty8xMTFlEZKIiIhIlRfwxPDtt9/miSeeIDc3t9D2xYsXM336dCZPnswVV1wR6LBEREREqjxbIA+2du1aJk6cSE5ODsaYIj8ul4t7772XTZs2BTIsERERESHAPYZz5szBGEPNmjW58847admyJREREaSnp7Ny5Urmzp3LiRMnmD17Nk8//XQgQxMRERGp8gKaGP7www9YlsU///lPWrZsWei1Vq1a0a5dO/785z/z3XffBTIsERERESHAt5JPnDhBcHBwkaQwX/v27QkODubYsWOBDEtERERECHBiGBkZSU5ODtu2bSv29d27d5OTk0NEREQgwxIRERERApwYXnzxxRhjuOuuu/jyyy85fvw4AC6Xi6VLlzJq1Cgsy+Liiy8OZFgiIiIiQoCfMbz55pv5+uuv2blzJ6NHjy7yujEGy7IYPnx4IMMSEREREQLcY/g///M/jBs3DqDY6WpsNhv33nsvHTt2DGRYIiIiIkIZTHA9cuRILr/8chYsWMCGDRs4efIkUVFRtGrVioEDB9KsWbNAhyQiIiIiBCAxzMzMpFq1aoW2tWzZ8rQjk0VERESkbPj9VvJll13GhAkT+Oabb/B6vf4+nIiIiIicp4D0GH700Ud89NFHVK9enT59+tC3b1+aN2/u70OLiIiIyDnwe49hdHS0b3DJkSNHmDt3LjfccAPXXHMNL730Evv37/d3CCIiIiJSAn7vMfz2229Zs2YNS5cuZdmyZb5EcNu2bUybNo3p06dzySWXkJKSwlVXXUVkZKS/QzpvxhjfvzMyMvx6LE9OFl536dx693hzyMhw+fU4ZzqGv45jWeByOcjIcJF/agJRn4p2bgJ1nKp0DQTqOBXtGgjUcarSNRCo41S0a6DgcarCNXA2xbVBQQVzFlNcgYL7MmcrUcp++eUXlixZwtKlS9myZctvgVgWDoeDbt260a9fP6644opAhlUihw8fplatWmUdhoiIiMh5OXToEPHx8ad9PeCJYUF79uzhiy++4Ouvv+b777/H7XYDYLPZ+OWXX8oqrNNSYigiIiIVWblODPMdPHiQL774gpdffpnDhw9jWRYbN24s67CK8Hq9HDlyBICwsDAsyyrjiERERETOzBjju51co0YNbLbTDzEJ+ATX+TZv3sySJUtYtmyZLwnMz1GjoqLKKqwzstlsZ8yyRURERMqjiIiIEpULaGK4bt06li5dytKlS9m7dy/wWzJot9vp2rUrKSkpdOvWLZBhiYiIiAgBSAyXL1/O0qVL+eqrrzh69ChQeERM69at6devH7179yYmJsbf4YiIiIjIafj9GcOmTZtiWVahZPCCCy6gb9++pKSkcMEFF/jz8CLyO8aYKv18bFWvvwjofZCbm8vx48f1eFgx/D7BNeRdgNHR0QwaNIj58+fzxRdfMGbMGCWFEjBOp5OXXnrJ7/NPVgT5S1NW1SUqq3L99T4oqhyMvywTHo8HqLrvg+HDh/Pxxx8DVfcaOB2/30ru2bMnKSkpdO3aFYfD4e/DSTHcbjfZ2dmEh4eXdShlwul0cuWVV/KnP/2JsLCwsg6nTGRmZvLmm2+ya9cugoKCuOWWW0hMTMTr9Z5xdFplkZGRwQsvvMC+ffsICQnhzjvvrFL1B70PALKysli9ejWHDh2iefPm1K1bl+jo6CpzHWRkZDBr1iz27NkDwJ133knDhg2rVO+h0+kkJSWF1NRUjh07xg033FBuB7yWlXIxXY34T2ZmJnfddRedO3fm+uuvL9cry/iD0+mkb9++tGrViueee66swykTTqeTQYMGUadOHU6ePMnhw4fJzMzkgw8+oE6dOmUdnt85nU6uv/56atasSU5ODvv37yc3N5dFixZVmXlJ9T747X1gWRa7d+8mJiaGmjVrMmnSJBo1alTW4fmd0+lkwIAB1KlTB4/Hw/79+0lNTWXOnDm0bt26SiSHTqeTPn360KpVK2677Tbuu+8+Xn311SrzOVBSlf9PpCruo48+YuXKlbz22mt88sknOJ3Osg4pYPK/DNu0aeP7MsyfRL2gynwrJScnh7Fjx9K4cWNmzJjBm2++yaOPPorD4WDZsmW+cpX178OcnBzuvvtumjdvzssvv8z8+fN57LHHgLzlOvNV1vqD3geQdx3k947NmTOH1atXM3bsWOx2O4MGDWLVqlVlHaJfud1u/u///o8LL7yQF154gTlz5jB9+nQaNGjAY489RlZWVpVICvv27cvFF1/M888/T6tWrcjOzubTTz8t69DKHSWGldy+ffvo2LEjTZs25amnnmLx4sVVIjnMzs6mX79+1KxZk2effRbI+3Kw2/Oenti7dy8///wzqamplfoW0s6dOzl06BA333wzoaGhBAUF0blzZxITE6lWrRpHjx4lLS2t0n4p7NmzhyNHjjB8+HBf/Tt06ED16tWJj4/n8OHDHDt2rNLWX++DPIcOHeLw4cMMGDCAGjVqEBISQkpKCvfddx+1a9fmr3/9K2vXrgUqZ4J88uRJdu/eTe/evXE4HFiWRbNmzejevTsHDx7E5Tr/NXorApfLRZcuXWjdurXvj6OcnBxatGjBr7/+ClTuPw7PVeX9JBAAjh07RqtWrZg5cyZt27Zl8uTJVSI5tNlsOBwOXC4X69evJycnh+DgYDweD/fddx933XUXgwcPJiUlhffff7/YHpTK4OjRo+zcuZMTJ074tnk8Hg4fPszcuXNJSUkhJSWFxYsX+x5Gr0wOHz7M1q1bCQoK8m3zeDx4vV7mzJlDv3796Nu3L6+++irHjx8vw0j9Q++DPMeOHePAgQO++rndboKCgmjTpg3t27fn+PHjjBgxgm3btmGz2SpdkpCVlcXu3bs5cOAA8FuPcfv27cnJyfFNJVdZ/fzzz/Tv359p06YBeUlgcHAwV111FZ999hlbtmyptH8cno+giRMnTizrIKT0eb1eLMvixx9/pFGjRjRt2pQrrriCDRs2sGDBAuLj42nQoAHBwcGV7tkSr9eL3W7nhhtu4M0332TVqlVcdtllREdHc8stt5CZmcngwYPp1q0bGRkZzJ07l3bt2lGvXr1K1xaxsbF89NFHbNy4EcuyyM7OZuTIkURHR3P33XfTuXNnTpw4wezZs2nTpg2JiYmVqg0iIyNZtGgRf/rTn0hISMDr9TJkyBBCQ0MZPHgwV199NQCzZ88mOTmZiy66qNLU3+Px+N4H8+fPZ+XKlVX2fRAREcHChQtJTU2ld+/e2Gw2cnNzCQoKYvfu3Vx66aWEhoby5Zdf0qNHD0JCQso65FIVEhLCokWL6NixI82aNfP1Dm/fvp0PP/yQm266idjY2DKO0n9q1apVaOGM/Gs7NDSUr7/+murVq9OqVSvf92aVZ6TScLvdxuVyGafT6duWm5trXC6X7/+dTqe5/fbbTZs2bcz8+fPNyZMnfa/t2bMnoPGWtoL1z83NNcYYs3fvXtOlSxczZMgQM3v2bHPvvfeao0eP+n5n9+7dpl+/fubWW281OTk5xuv1llX4pSK/DVwul/F4PMYYY9atW2euvvpqc/nll5trr73W9O7du1Ab7N+/3wwcONBcf/31Jisrq8K3QT63222MMebQoUO+bUePHjXPPvtsoeve5XKZ22+/3Vx33XUmOzs74HH6U/77YN++faZ79+5V5n1QUP518NZbb5nmzZubCRMmmNTUVJObm2v27t1rLr/8cvPhhx+azz77zPTp08fs3bu3jCP+43Jzc82BAwfMvn37fNd6we+BfF9//bVp06aN2bVrV6Ht3333nTl48GBAYvWX3Nxcs3//frNv375C34m/v7b/+te/mu7du/vK5H9uVmW6lVxJOJ1O7rrrLm655RauvPJKHn74YVatWoXdbvdNTWGMITw8nGnTptGuXTuefvppFi9ejNfr5ZlnnmHIkCEV9lmT39f/0UcfZeXKldStW5eZM2eyb98+pk+fTlJSEjExMb5bRYmJidSsWZOgoCDfszcVVcE26NWrFxMnTuTbb7/lkksu4cMPP+TTTz+lS5cuJCQkEBUV5XuWqk6dOiQlJWG32wkJCamwbZCRkcGaNWt8/59/+zh/Alu3201cXBzjxo0jMjLSV/+wsDBq1aqFw+EgODg48IGXot+3gd1ux+v1kpCQwIwZM9i/f3+lfx+c7jro2bMnY8aMYcmSJfTt25frr7+eq6++mh49etCvXz+uvPJKDh8+zLp168oq9FLhdDoZNWoUI0aMoHfv3jzyyCOsXbu20BRF+de+y+UiMjKy0KpjU6dOZcyYMRX6mdP8Nhg5ciS9e/fmoYceYv369cBvvYX5bTB69GgApkyZAlApHyU4V7qVXAlkZGRw3XXXERMTQ//+/alduzarVq3irbfeIjY2lhYtWgC/vSGCg4Pp3r07GzZsYOHChaxatYolS5bw0ksvkZiYWJZVOS/F1X/lypW8/fbbxMbG0qNHD5KSkjh+/Dh33XUXkZGRWJaF2+3GGMPy5ctp1KgRHTp0AKiQX4qna4O33nqLyMhIWrduTUhICB999BEHDx5k4MCBheq5ZMkSIiMj6datGzabrcK1gdvtZuDAgcyaNYtmzZqRlJRUpEz+F11+3QrWcenSpcTGxtKlS5cKWX84fRvk1yU+Pp6kpCTS0tIq7fvgTNdBtWrVuOiii+jZsydut5vk5GSuvfZaX2Jw7NgxvvvuO3r37k3t2rXLqgp/SGZmJoMGDaJ69er8+c9/pl69eixfvpxNmzZx6aWX+qYryz+3mzdv5quvvuKmm24iNDSU559/ntdee41XXnmF5OTksqzKeTtdG/z666/FtkG1atXYvXs3q1atIiEhgeTk5Ap57ZeqsuyulNLx/PPPm4EDB5qcnBzftrVr15p77rnHNGnSxLz88su+7R6Pp1BXeqdOncyll15qNm7cGNCYS9Pp6j9u3DjTpEkTM2fOHGOMMZmZmYyPP+oAAA6/SURBVMYYY06cOGGMMebYsWNmxowZ5vLLLzc7duwIdNil6mzXwKxZs4wxebeOmjRpYh544AFz8OBBs3PnTvPMM8+Ytm3bmi1btpRV+H+Yx+Mxffr0Md27dzcXX3yx+fzzz09bds+ePebzzz83Bw8eNJs3bzZTp041l156qdm6dWsAIy59JWmD3Nxck5WVZYypnO+Dc7kO8h0/ftykpqaamTNnmh49elToW6j/+te/zLBhwwrdDn3ttddMs2bNzPfff1+k/BdffGFat25tTp48af75z3+ali1bmg0bNgQy5FJ3Lm2Q/124f/9+0717d3PFFVcU205Vjd9XPhH/S01NJSYmBofD4Rt12LZtW2rUqEFERARTpkwhLCyMwYMHF+omnzlzJi6XiwULFtC4ceMyrsX5O1v9J02aRGhoKIMGDeLYsWNMmTKF9evXEx0dzdGjR5k1axYNGjQo62r8IWdrg6lTpxIVFcWAAQO46667mD17NosWLaJu3bq43W5ee+21Cj3J76+//kpqaiqTJk3i3XffZcKECViWRc+ePQuVM8awb98+HnjgAZxOJ4mJidhsNubMmUPDhg3LKPrSUZI2sNvt2O12jh07xtSpU1m3bl2leh+UpA3MqYE1Ho+HFStWMGnSJGw2G+np6bz44osVerLj/fv3Ex4ejs1mw+12Y7fbGThwIM899xzr16+ndevWhcrXrVuX2NhYxo0bx5o1a3jjjTd8d5gqqnNpg/zroE6dOjz77LPce++91KhRowyjLx+UGFYCdrudTZs24fF4CA4O9r0Z6tevz6233orL5WLSpEnUr1+fyy67DMuyeOutt5gxYwbvvfdehU4K4cz1v+2228jIyOCpp56ifv36dOzYkV69euFwOGjRogWdOnWqkLfPf68k18Djjz9Oo0aNuOuuu7jmmmv497//TYMGDbjwwgsr7K2zfLm5uYSFhdGqVStq165NdnY2f/vb35gyZUqhpMCyLJo3b87rr7/OTz/9RIMGDWjQoIHvOcSKrKRtAHmPk/Ts2RO73V6p3gclaYP824RBQUG0bduWq666ikaNGtG6desK3wbp6en8+OOPAL65KoODgwkNDSU7O7tI+UaNGpGVlcXKlStZuHAhTZs2DWi8/nCubRAUFITH46F169YsXryYatWqBTTe8kjPGFZg+X/5RkRE8PHHH7N79266detGUFAQbrcbm81GTEwMtWrV4vvvv+fYsWP86U9/wrIsGjduTJ8+fWjSpElZV+O8nU/9e/bsSVJSEt27d6d58+ZER0eXdTX+kHNpg/Xr15Oamkr37t2Ji4vj4osvpn79+kRERJR1Nf6w2rVrk5CQQIsWLahRowaNGzdm165dvPrqqzRs2LDQerDBwcHUqFHDt1ZuZVlDvCRtkC84OLhSvQ/ynUsbQN40Lp06daJJkyYVug0KXtvNmzf39frl5ubi9Xp54403uOyyy2jVqlWhqYiCgoJo2rQp/9/e2cU2VT5w+Fm3VVzHIAjdh8DIwscmUoEMA85FAokiCMZLueDCxI9gDBAVYiAkfiSQwFATjFCdiY4NJVkIXpDhgLhAHBBkCwQFuRCHQDahIdCRjrbneAGt2/zDHzfa07P391wB28X7POmh73l73rdvvvmmqz8xgIE3gH+eP87NzXVk7JmGJoYuJvHCHjlyJH/++SctLS1Eo1EqKyuTy+gej4eioiKuXr3Knj17ePnll5M7D0eNGuWwweAYqL/bd5725r80CIVC7Nmzh6VLlw6pBvF4HI/H0+dNv/+koKysLPnGFwwGuXnzJqWlpU4N+YFzvw0SPw8Gg3R3dxvfYKi8DhL/D5SWljJt2rTkv2dnZ2PbNsFgkKqqKh5//PHk79bU1HDz5k3mzp3bZ1eyWxlIgy1btnD9+nXXT4ofNO7djy6A23dJeXl5rFq1itLSUhoaGggGg9i2TU5ODrdu3QJgypQp+P1+bNvu8y0Qbmcg/kMN0xv0fz0n/MrLy3n77beZNWsW7777LocOHWLr1q188sknjBkzxomhpoyBNBgKH5/3Rq8D7nrETGIlLcHWrVv54osvhtxrAP5bg2AwSHFxcbqG5ho0MXQZvd/UE8vhlmXxyCOPUFNTw/jx46mvr+f999/HsqzkhdDa2kpBQYGrz6YC+YMa9PfvT++PiBKTgurqal599VVqa2vZtWuX65+lUgM1+H/+cPusvkgkgmVZyWfnPv30U7Zv305jYyOBQCAtY00VapAatPnERViWlXxTT2wugNt3SPF4HL/fz8cff0xNTQ3Nzc20trbyxBNPEA6HOXr0KPX19a5+nsp0f1CDu/n/LxKT5vLyckaOHEl+fj7ffvut6z82UgM1+C/+Xq+XESNG0N3dzWeffcaXX37Jzp07mTp1arqGmxLUIHXoGUMXkbgD/uCDD7h8+TLTpk1LfrdjYmKQn5/PnDlzmD59OuFwmO7ubgoLC/nwww9dv/vYdH9Qg3v53+13N2/ezHfffUdDQ4OrN1slUAM1uF//rKwssrOzaW1tpba2lvb2dnbu3On6I2lADVKJVgxdRjQaZd++fVy+fJmlS5f2+Vgw8ZCtz+dj9uzZzJ4928GRpgbT/UEN7uXfn1AoxPnz59mxYwePPfZYGkeZWtRADe7HP7GqVlVVRUdHB1u2bHH9zWFv1CA1aMXQRViWRU5ODqNHj6ahoYEJEyb86+OQxN1S7+34/bfmuxXT/UEN7se/Nw8//DDz58/n0UcfTeMoU4saqMH9+ieu+bKyMhYtWsT48ePTPdSUoQapw91PoQ9x4vF4n78n7oamT59OSUkJhw8fBv75MvDe9J4EuHVCYLo/qMFg/BM89NBDqRtgGlADNRiMv23b5Ofnu34HthqkD60YZjCJF/6JEyfwer3k5eUBt8+ss22bbdu2MW/evCF55ADIH9TAdH9QA1CDwfi79aawP2qQPjQxzHDq6upYuXIlZ86cIRqNJp+PmThxIkePHqWjo4Onn376njuy3Izp/qAGpvuDGoAamO4PapAuNDHMMPrvqpoyZQrjxo3j7Nmz1NXV0dbWRiwWSx5BsnfvXpYsWYLP57vrrjw3Ybo/qIHp/qAGoAam+4MaOIUmhhlEPB5Pnt5/5swZzp07h8/nY9asWTz//PNUVlbS0tLCgQMHaGpq4oUXXuD777/nxo0bPPPMM66/CEz3BzUw3R/UANTAdH9QAyfJsofa92O5lN4XwerVq2lvb+fChQsMGzaMF198kWXLllFWVkY4HKatrY2vv/6a8+fPc/HiRSoqKqirq3P1wcWm+4MamO4PagBqYLo/qIHTaMUwQ0g8WLtixQp+++031q9fzyuvvIJlWezdu5ezZ89SUVFBcXExpaWlLFmyhOLiYgoLC1mxYgVFRUUOGwwO0/1BDUz3BzUANTDdH9TAcWzhKPF4PPnnH3/80X722WftX3/9tc/vbNu2za6qqrLXrFljh0Ih27Ks5M+i0WjaxpoKTPe3bTUw3d+21cC21cB0f9tWg0xB5xg6QCQSYcOGDVy6dAmPx5M8d+nSpUtcv36dkpIS4Pap7gCvv/46ixcvpqmpia6uLrKyspJfGO7G3Vem+4MamO4PagBqYLo/qEEmoomhAxw8eJDm5mY2btxIZ2dnctl8+PDhxGIxjh07BkBubm7yYnjrrbewLIsjR44A7j6XyXR/UAPT/UENQA1M9wc1yET0jKEDTJo0iZycHI4dO8bPP/9MZWUl+fn5DBs2jN27d9PR0cHkyZPx+/1kZ2cTi8W4du0aLS0tLFy4kAkTJjitMChM9wc1MN0f1ADUwHR/UINMRBPDNJM4WykQCCTvhk6cOMGMGTMYO3YsEydOpLa2lgsXLuD3+xk3bhyWZfHNN99w8uRJXnvtNYYPH+60xoAx3R/UwHR/UANQA9P9QQ0yFR1Xk0YSW/Cj0Si5ubkA1NfX09jYSFFREevWraOkpIQDBw7wzjvvMGLECAoKCvD7/Zw6dYqvvvqKqVOnOmwxcEz3BzUw3R/UANTAdH9Qg0xGK4YpJhKJ0NTURHZ2Nj6fj5ycnOT5TACBQICenh6OHz9OW1sbM2fOJBAIMG/ePPLy8vB6vZSXl/Pee+8xefJkB00Ghun+oAam+4MagBqY7g9q4Ba0YphCbt26xbJly2hvbyc3N5dAIIDf76e6uponn3ySvLw8Ro0aBUBjYyM7duygqKiItWvXMnbsWGKxmKt3WZnuD2pguj+oAaiB6f6gBm5CK4YpJBwOc/r0aXp6eigsLOS5557jl19+obm5mWAwSEtLC6dPn+batWs89dRTRCIRLl68yPHjx5k5cyYFBQVOKwwK0/1BDUz3BzUANTDdH9TATWjFMMVcuXKFzz//nFOnTjF37lyWL19ONBpl//79/PHHH/zwww90dXUB4PP5CIVC3Lhxg5deeomPPvqozzK7GzHdH9TAdH9QA1AD0/1BDdyCJoZpoKuri2AwyOHDh1mwYAErV65M/iwWixGJRDh48CBXrlxh37599PT0sGnTJiZNmuTgqB8cpvuDGpjuD2oAamC6P6iBG9DEME389ddfbN++nSNHjjB//nxWrVoF8K/nJsLhMFlZWUPuC8BN9wc1MN0f1ADUwHR/UINMR88Ypgmfz0dFRQWdnZ0cOnSIzs5O5syZg8fjIRaLJU9793q9eL1eh0f74DHdH9TAdH9QA1AD0/1BDTIdTQzTyL0uhsRBn0MZ0/1BDUz3BzUANTDdH9Qgk9HEMM30vhh++uknfv/9d6qrq425CEz3BzUw3R/UANTAdH9Qg0xFhwI5wJgxY3jjjTfo7u7m5MmThEKh5PlNJmC6P6iB6f6gBqAGpvuDGmQi2nziIFevXsW2bUaPHu30UBzBdH9QA9P9QQ1ADUz3BzXIJDQxFEIIIYQQAHicHoAQQgghhMgMNDEUQgghhBCAJoZCCCGEEOIOmhgKIYQQQghAE0MhhBBCCHEHTQyFEEIIIQSgiaEQQgghhLiDJoZCCCGEEALQxFAIIYQQQtxBE0MhhBBCCAFoYiiEEEIIIe7wN0ti8aI4gL8bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',mav=(3,6,9),volume=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice, in the above chart, there are no gaps along the x-coordinate, even though there are days on which there was no trading.  Non-trading days are simply not shown (if there are no prices for those days).\n",
    "\n",
    "- However, sometimes people like to see these gaps, so that they can tell, with a quick glance, where the weekends and holidays fall.  \n",
    "\n",
    "- Non-trading days can be displayed with the `show_nontrading` keyword.\n",
    "- For example, in the chart below, you can easily see weekends, as well as a gap at Thursday, November 28th for the U.S. Thanksgiving holiday."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "439: avg_dist_between_points = 1.4\n",
      "314: avg_dist_between_points = 1.4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',mav=(3,6,9),volume=True,show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "We can also plot intraday data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1563, 4)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:30:00</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3080.49</td>\n",
       "      <td>3081.47</td>\n",
       "      <td>3080.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:31:00</th>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.36</td>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:32:00</th>\n",
       "      <td>3079.43</td>\n",
       "      <td>3079.68</td>\n",
       "      <td>3080.46</td>\n",
       "      <td>3079.43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low\n",
       "Date                                                   \n",
       "2019-11-05 09:30:00  3080.80  3080.49  3081.47  3080.30\n",
       "2019-11-05 09:31:00  3080.33  3079.36  3080.33  3079.15\n",
       "2019-11-05 09:32:00  3079.43  3079.68  3080.46  3079.43"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:57:00</th>\n",
       "      <td>3090.73</td>\n",
       "      <td>3090.70</td>\n",
       "      <td>3091.02</td>\n",
       "      <td>3090.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:58:00</th>\n",
       "      <td>3090.73</td>\n",
       "      <td>3091.04</td>\n",
       "      <td>3091.13</td>\n",
       "      <td>3090.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:59:00</th>\n",
       "      <td>3091.16</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3090.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low\n",
       "Date                                                   \n",
       "2019-11-08 15:57:00  3090.73  3090.70  3091.02  3090.52\n",
       "2019-11-08 15:58:00  3090.73  3091.04  3091.13  3090.58\n",
       "2019-11-08 15:59:00  3091.16  3092.91  3092.91  3090.96"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intraday = pd.read_csv('examples/data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n",
    "intraday = intraday.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set\n",
    "intraday.index.name = 'Date'\n",
    "intraday.shape\n",
    "intraday.head(3)\n",
    "intraday.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "The above dataframe contains Open,High,Low,Close data at 1 minute intervervals for the S&P 500 stock index for November 5, 6, 7 and 8, 2019.  Let's look at the last hour of trading on November 6th, with a 7 minute and 12 minute moving average."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "361"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "89311.85944363104"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "62.01708011386742"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362: avg_dist_between_points = 0.0006925207756232687\n",
      "314: avg_dist_between_points = 0.0006925207756232687\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iday = intraday.loc['2019-11-06 10:00':'2019-11-06 16:00',:]\n",
    "len(iday)\n",
    "61/0.0006830\n",
    "61/0.9836\n",
    "mpf.plot(iday,type='ohlc',show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "  The \"time-interpretation\" of the `mav` integers depends on the frequency of the data, because the mav integers are number of data points used in the Moving Average.  Notice above that for intraday data the x-axis automatically displays TIME *instead of* date.  Below we see that if the intraday data spans into two (or more) trading days the x-axis automatically displays *BOTH* TIME and DATE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "783.0179233002904"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "481201.156851886"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:30:00</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3080.49</td>\n",
       "      <td>3081.47</td>\n",
       "      <td>3080.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:31:00</th>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.36</td>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:32:00</th>\n",
       "      <td>3079.43</td>\n",
       "      <td>3079.68</td>\n",
       "      <td>3080.46</td>\n",
       "      <td>3079.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:33:00</th>\n",
       "      <td>3079.73</td>\n",
       "      <td>3079.15</td>\n",
       "      <td>3080.22</td>\n",
       "      <td>3079.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:34:00</th>\n",
       "      <td>3079.20</td>\n",
       "      <td>3079.62</td>\n",
       "      <td>3080.03</td>\n",
       "      <td>3079.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low\n",
       "Date                                                   \n",
       "2019-11-05 09:30:00  3080.80  3080.49  3081.47  3080.30\n",
       "2019-11-05 09:31:00  3080.33  3079.36  3080.33  3079.15\n",
       "2019-11-05 09:32:00  3079.43  3079.68  3080.46  3079.43\n",
       "2019-11-05 09:33:00  3079.73  3079.15  3080.22  3079.12\n",
       "2019-11-05 09:34:00  3079.20  3079.62  3080.03  3079.07"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362: avg_dist_between_points = 0.9987212276214834\n",
      "314: avg_dist_between_points = 0.9987212276214834\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x1150 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iday = intraday.loc['2019-11-05':'2019-11-06',:]\n",
    "len(iday)\n",
    "len(iday)/0.9987\n",
    "len(iday)/0.00162510\n",
    "iday.head()\n",
    "mpf.plot(iday,type='ohlc',figscale=2)#,show_nontrading=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "In the plot below, we see what an intraday plot looks like when we **display non-trading time periods** with **`show_nontrading=True`** for intraday data spanning into two or more days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "439: avg_dist_between_points = 0.9987212276214834\n",
      "314: avg_dist_between_points = 0.9987212276214834\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(iday,type='candle')#,show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Below: 4 days of intraday data with `show_nontrading=True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362: avg_dist_between_points = 0.0020922193786645366\n",
      "314: avg_dist_between_points = 0.0020922193786645366\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(intraday,type='ohlc',show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Below: the same 4 days of intraday data with `show_nontrading` defaulted to `False`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "314: avg_dist_between_points = 0.999360204734485\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(intraday,type='line') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Below: Daily data spanning across a year boundary automatically adds the *YEAR* to the DATE format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2519, 6)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-12-31</th>\n",
       "      <td>147.100006</td>\n",
       "      <td>147.610001</td>\n",
       "      <td>146.059998</td>\n",
       "      <td>146.210007</td>\n",
       "      <td>118.624741</td>\n",
       "      <td>108126800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-01-02</th>\n",
       "      <td>146.529999</td>\n",
       "      <td>146.990005</td>\n",
       "      <td>143.880005</td>\n",
       "      <td>144.929993</td>\n",
       "      <td>117.586205</td>\n",
       "      <td>204935600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-01-03</th>\n",
       "      <td>144.910004</td>\n",
       "      <td>145.490005</td>\n",
       "      <td>144.070007</td>\n",
       "      <td>144.860001</td>\n",
       "      <td>117.529449</td>\n",
       "      <td>125133300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2007-12-31  147.100006  147.610001  146.059998  146.210007  118.624741   \n",
       "2008-01-02  146.529999  146.990005  143.880005  144.929993  117.586205   \n",
       "2008-01-03  144.910004  145.490005  144.070007  144.860001  117.529449   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2007-12-31  108126800  \n",
       "2008-01-02  204935600  \n",
       "2008-01-03  125133300  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-12-27</th>\n",
       "      <td>267.380005</td>\n",
       "      <td>267.730011</td>\n",
       "      <td>267.010010</td>\n",
       "      <td>267.320007</td>\n",
       "      <td>267.320007</td>\n",
       "      <td>57751000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28</th>\n",
       "      <td>267.890015</td>\n",
       "      <td>267.920013</td>\n",
       "      <td>267.450012</td>\n",
       "      <td>267.869995</td>\n",
       "      <td>267.869995</td>\n",
       "      <td>45116100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>268.529999</td>\n",
       "      <td>268.549988</td>\n",
       "      <td>266.640015</td>\n",
       "      <td>266.859985</td>\n",
       "      <td>266.859985</td>\n",
       "      <td>96007400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2017-12-27  267.380005  267.730011  267.010010  267.320007  267.320007   \n",
       "2017-12-28  267.890015  267.920013  267.450012  267.869995  267.869995   \n",
       "2017-12-29  268.529999  268.549988  266.640015  266.859985  266.859985   \n",
       "\n",
       "              Volume  \n",
       "Date                  \n",
       "2017-12-27  57751000  \n",
       "2017-12-28  45116100  \n",
       "2017-12-29  96007400  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('examples/data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362: avg_dist_between_points = 0.9933333333333333\n",
      "314: avg_dist_between_points = 0.9933333333333333\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df[700:850],type='ohlc_bars',volume=True,mav=(20,40))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For more examples of using mplfinance, please see the jupyter notebooks in the **[`examples`](https://github.com/matplotlib/mplfinance/blob/master/examples/)** directory.\n",
    "\n",
    "---\n",
    " \n",
    "# <a name=\"release\"></a>Release Notes\n",
    "\n",
    "| Version  |  Description   | Release Date |\n",
    "|:---------|:-------------|:---------------|\n",
    "| 0.12.3a0   | - kwarg `block=False` for non-blocking call to `mpf.plot()`<br> - customize aspect ratio, figure title, y-labels<br> - customize colors and other `style` aspects of plot<br> - `no_xgaps` now defaults to True: use `show_nontrading=True` to set no_xgaps to false<br> - secondary y-axis available to `make_addplot()`<br> - bug fix for volume widths | 2020-02-11 |\n",
    "| 0.12.0a3   | Increase mav limit from 3 to 7 different mavs  | 2020-01-16 |\n",
    "| 0.12.0a2   | Ability to save plot to a file (pdf, svg, png, jpg, ...) | 2020-01-14 |\n",
    "| 0.12.0a1   | Ability to plot arbitrary user data (in addition to basic OHLCV data).<br> - both line and scatter plots available.<br> - optionally plot on either the \"main\" or \"lower\" (aka \"volume\") axis. | 2020-01-09 |\n",
    "| 0.11.x   | Basic Plotting from Pandas DataFrame of OHLC bars and candlesticks.<br> - optional display of volume<br> - optional display of (up to 3 different) moving averages.<br> - old API still available by importing from \"mplfinance/original_flavor\" | 2019-12-20  |\n",
    "| 0.10.x   | Old mpl-finance API set up as its own package<br> (i.e. removed from the matplotlib package). | 2016-09-08   |\n",
    "\n",
    "---\n",
    "\n",
    "## <a name=\"history\"></a>Some History\n",
    "My name is Daniel Goldfarb.  In November 2019, I became the maintainer of `matplotlib/mpl-finance`.  That module is being deprecated in favor of the current `matplotlib/mplfinance`.  The old `mpl-finance` consisted of code extracted from the deprecated `matplotlib.finance` module along with a few examples of usage.  It has been mostly un-maintained for the past three years.  \n",
    "\n",
    "It is my intention to archive the `matplotlib/mpl-finance` repository soon, and direct everyone to `matplotlib/mplfinance`.  The main reason for the rename is to avoid confusion with the hyphen and the underscore: As it was, `mpl-finance` was *installed with the hyphen, but imported with an underscore `mpl_finance`.*  Going forward it will be a simple matter of both installing and importing `mplfinance`.\n",
    "\n",
    "---\n",
    "### <a name=\"oldapi\"></a>old API availability\n",
    "\n",
    "With this new ` mplfinance ` package installed, in addition to the new API, users can still access the old API (at least for the next several months) by changing their import statments<br>\n",
    "**from:**\n",
    "\n",
    "```python\n",
    "    from mpl_finance import <method>\n",
    "```\n",
    "\n",
    "**to:**\n",
    "\n",
    "```python\n",
    "    from mplfinance.original_flavor import <method>\n",
    "```\n",
    "\n",
    "\n",
    "where `<method>` indicates the method you want to import, for example:\n",
    "\n",
    "\n",
    "\n",
    "```python\n",
    "    from mplfinance.original_flavor import candlestick_ohlc\n",
    "```\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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